{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "56451b75-8304-4f70-bfa4-a3144048d77d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('  1/35', '       20')\n",
      "('  2/35', '       50')\n",
      "('  3/35', '      100')\n",
      "('  4/35', '      120')\n",
      "('  5/35', '      150')\n",
      "('  6/35', '      200')\n",
      "('  7/35', '      250')\n",
      "('  8/35', '      300')\n",
      "('  9/35', '      400')\n",
      "(' 10/35', '      500')\n",
      "(' 11/35', '      600')\n",
      "(' 12/35', '      750')\n",
      "(' 13/35', '     1000')\n",
      "(' 14/35', '     2000')\n",
      "(' 15/35', '     3000')\n",
      "(' 16/35', '     4000')\n",
      "(' 17/35', '     5000')\n",
      "(' 18/35', '     6000')\n",
      "(' 19/35', '     7500')\n",
      "(' 20/35', '    10000')\n",
      "(' 21/35', '    15000')\n",
      "(' 22/35', '    20000')\n",
      "(' 23/35', '    25000')\n",
      "(' 24/35', '    30000')\n",
      "(' 25/35', '    40000')\n",
      "(' 26/35', '    50000')\n",
      "(' 27/35', '    75000')\n",
      "(' 28/35', '   100000')\n",
      "(' 29/35', '   150000')\n",
      "(' 30/35', '   200000')\n",
      "(' 31/35', '   250000')\n",
      "(' 32/35', '   300000')\n",
      "(' 33/35', '   400000')\n",
      "(' 34/35', '   500000')\n",
      "(' 35/35', '   600000')\n"
     ]
    },
    {
     "data": {
      "image/png": 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R4YMP8ejcveSYvFjJyVUBJEfl0mWiC9XdrNjtF8esff5gqM2mNkZUmjERZEosfv+GK7HahIWF0b52M2r4G2Dgbl3yWucv7+e7qEXoaumwo+8ebIxtubIrnNAbiXh1r0Y1N6vyOH1AGqG8Uf+mfL2RkdHTQnH5+f+o9yWRSCoOuayYo4vm89j3Hp0mfvzPMFkdQGJEFp3G16Ompw27/OKYtdcfwUSH7W0NqfTFJESFEotV33I1ToewsDC6du1KnaxKaFcyQNtGXVT28q0jzHqwAC1Nbbb13IGDeVWu7XlA8LUEGnRxpHGv6uX6WfFOjVAEQegF9HpZtc1fvH8hLKNsf9uvY1GHrxt/Xerx/6V8/eHDh5k1axYpKSmcPHmyTNsrkUjKhry4iCO/zScmyJ/OUz7FtV3nkmNF+XL1yORxNh3G1qOWly27A+L5Zp8/GiY6/NFKD5PPJiMKSixXfce1KE1CQ0Po0qULDau7knzEB5POVQG4cf80XwXORVNDk609t+NkXZvr+x8SeCUej44ONO1bs9x/8XynRigV+S6vv5evNzExeWn5eoB+/foRFhbGkSNHmDNnTnk0WyKRvICsqJDDP/9AbFAAXad+9kyY/FWCPiUmhy6T6lO7SSX2BCYwa48fGkba7G6pg+mnUxA1lVitmcv1aC1CQkLo3LkzXk7upG4MRMNIG8OGttwJuMj0+7PQ0NBgS7etONvU5eahRwRcjMOtvT3NBziBKJJz5gzlWU7rnRqhvKoXjSTKQ2nl6//SunVrIiMjSUtLw8qq/K6PSiSSp2SFBRz6eS4J4WF0+/hz6rZsW3IsJ62QY8v9yM+R0fMjdxzqWrA3OIGZu/3QMNRmdysdjD/7EJWuCsvVP3DtoUBwcDCdO3emUS0PUtcHgAjWE13xS/DmkztfIAgabOy8kTp29bl9JBK/czG4tqlCy0G1EASB5N8WkbF5M/arV2Pcvl259Mk7NUKpyP5t+fqIiIiS3zR8fHwoLi6W9kSRSCqI4oICDvz0HQkPwugx7ctnwiQjIZ9Di3woypfTZ5qHOkxCEvh6lx8aBlrsaauP0fSPUOmosFwzjxsRGgQHB9OpU6d/hElwbiBTr3+KAKxvvxYXB0/uHIvE52w0Lq3saDXEGUEQSN+0iYzNmzEfMQKjdm1LafXr916OUMrDvy1ff/DgQbZv3462tjb6+vrs3bu33K+PSiQSKMrP4+BP35Hy+BE9P/sa5yYtSo4lR+Vw4nd/NDQF+n3RAMsqRhwMS1KHiZ4mu9sbYvjZZERNFdZr5nE9QoOgoEA6duxIY2fPZ8IkrDCUyZenArCm9UrcazbmzvFI7p+Opl6LyrQZVhtBQyDr8BFSfluESfdu2M7+plw/J6Ty9e8xqU8kkn+nMC+XgwvmkBodRa/pM3Fq1LTkWHx4JidXB6BvrE3vaR6YWhtwMiKVj7bdRUNbkz2djDH8bBKiqMRyzQ/cjNIkMDCQDh060LROw2fDpCCUCecnIaJiZbOlNK7fjrsnH+N9/DF1m1em3cg6CBoCuZcuEffxJxg2aYz92rVo6Py3siv/tXy9NEKRSCSSV1CQk82BBXPIiIuhz4zZ1Gjw9CpD/INMTqz0x9hKnz7TPDA00+VidDofb7uHoKnB9o7GGE6fhKhSYrV6LtciBYKDnx8mofkhTLwwGREVvzdZQuP67bh3Kgrv44+p07RSSZgU+PgSP/1z9OrWpcqK3/9zmJQFKVAkEonkJQpystn/42wyE+Pp++Ucqnk0LDmWEJHFiVUBGFvp03e6JwYmOtyMy+SDzd6gIbCxkzHmMyaBQonlqu+5Egmhoeo5k39c5soPfRomTZfSxLUd989EcedYJLWbVKLd6LoIGgLFDx8SO3Uq2ra2OKxfh6aRIQAypQwdTak4pEQikVRIhbk5HPhxNlmJCfT76vtnwiQpMpsTv/tjbK5bEia+idmM3HgHUYRVbfSp9MXkJyvgv+PSIxWhoaF07dr1uWEy4cKTy1xPwsTnbDS3j0Ti3NiW9mPqoqEhUPTgAdFjx6Gho4PDpk1oWVgAEBxzlasrahMSc628uurdChSpfL1EIilLhXm57J//LRmJ8fT5ag5V3TxKjiU9zubYCj8MzXTp8yRMglJyGbjhNiqlyNLm2lSd+SGiSonF6h+48EjJgwcP6N69Ow2ru5K67u9hEsLEv4VJY9d2+P4Zw63Dj6jlZUOHv8IkLIyY0WMQNDVx3LYNHfsqADxK8kNz12Ba5WRRuSi/nHrrHQuUirywUSKRvF2K8vI4MP9bMuJi6DvjW6q5eZYcS4nO4fgKf/SNdejzmSeGprpEZOTTb90tFDIlvzQUcZ49DVFDheWaHzkXVkRERAS9evXCw76eemQiCFhPciM0Tz1nokLFymbLaPxkZHLzUAROXjZ0HFcPDU0NCoOCiR4zFkFfn6o7tqNbozoACZkR5G3vgVNRITl9f8fcuWt5ddm7FSgSiURSFooL8jn40xzSY6PpPWP2M5e5UmNyObbcDz1DLfpO98TIXJdHmfl0X3MDWZGC+fVluP4wA5WeCst1P3EuuIDIyEj69OmDq60zqRsCEbQ0sJ7sRmhuMJMuPgmT5stoXL8tPmejS0Ymnf4KE39/YsaNQ9PQkKo7tqNTVV2OJS0vgfjNHXEtyCOl2wKs3UeWV5cBUqCUm5eVr//L3bt30dLS4sCBA2+wdRLJ+6u4oEC9ziTqMb0+n0UNz6d3c6XF5XJ0uS86elr0me6JsYUeERn5dFt9g+ICBT/Uzqfhwm9QGotYr/uVP/1yiIyMpG/fvtSzqEnqhkA09DSxnuxOaHYQEy9ORvlXmLi05f6ZKHWYNLItGZkU+PgSM/4DNM3M1GFibw9ATlEmDza2pVFuJnFtZ2DX5OPy6rISUqBUYEqlkq+//prOnTu//MkSieQ/kxUWcGjh9yRHRtBz+tfUbNik5Fh6fB5Hl/qhraNJn+memFjq8yAjn25r1GEy3ymbxou+R2khYrNuMWfvZ/D48WP69u1LXZPqpG0KQtNIG+vJblyKP8/4SxNRoWLV38Lk9pFIdZiMrasOk7t3iZ0wAS0rK6ru2I52FfWcSaG8AN9NbWielczjJh/g2LZi1PqTAuUN+jfl6wF+//13BgwYgI2NTXk0VyJ5r8iKCjn081wSI8LpMe0rajV6ukNiekIeR5f5oqmtQZ/pnpha6xOekU+P1TeQFSiYXzuXhkvmobARsVm3lDPeqX8Lk2qkbQlC01QHq0mubAxZzxf3Z2Eg02JDy1U0dmnLvdP/DJP8O97ETJqMVqVKOG7fjnalSup2Koq5uaUNbVKjiXDrT/VuS8qry/7hvVyHkvTTTxSHlm35et26daj0zTelHv+35evj4+M5fPgwly5d4u7du2XaVolE8ix5URGHf/5BXZvr06+eKaeSnpDH0aW+aGgI9J3uiZmNAWHp+fRacwNZoYKf6ubj+esPKKzBds1yztxM5PHjx/Tr1486JtVI2xyEprkuxuOd+erWV5xLvkSNdFN+778Bx+p1uXdKvc7EubEtHcbWQ0NDIN/bm9gpU9C2s6Pq1i1oWas32JIrZNzY3IYOCQ94WLsTtfptLq8ue673MlDKw9/L1wMvLV//2Wef8csvv6ChIQ0iJZLXSV5cxOFf5xEfFkL3T76gdrOWJceeCZPPG2Bma0Boeh691txEUajgp/qFeP6svsxVae1yTv89TEyfhImZLooR1oy6MJqHuY9oEluZheM2YG1flXunHnPn2GOcm9jSYYw6TAru3iV28pMw2bYVrScVxuVKGTe3tKFdQijhzu2pPXQ/VLD6fu9loLxoJFEenle+/t69ewwdOhSAtLQ0Tp06hZaWFn379i2HFkok7ya5rJgjv80nNiSQ7h99Tp0WbUqOpcerL3P9PUyCUnPpu+4WikIFC9xleP40B6WpiM3aZZy+9bcwMXsyZ2KiS8ZgPSZfGEFBYS49Imry9aerMK9cpSRMajepVLJoseDePWImT0G7cmX1yORJmCiUcm5vaUeb+BBCa7Wj7rBDFS5MQJpDeWP+bfn6x48fExUVRVRUFAMHDmT16tVSmEgkZUghk3Fs0QJigvzpOvUz6rZ6uofI88IkIDXnaZg0UOKx8BuURiI265Zx+nYiUVFR6jAxr64emZjokD5YhwlXJyLPzWdQSF1mTluDWSU7vI9HPj9MJk1Gu1Il9cjkyWUupVKB95b2tIoLItipDXWHH66QYQLv6QilPPzb8vUSieT1UcjlHFvyE1H+PnSZMg2XNh1Kjv0VJmgIWAytwaLweAIvZRP4IB1VsZKfvETc53+NaCBiu24pp+4kEh0dXRImf+20mDZIm0nXJiPmFTPwQV0mfr0EE2tbvI8/5t6pKOo0q0S7UU/C5P59dZjY2uL4tzkTlUqJ99YONI8LIMCpFW4jjpYeJsW5cGkhtPsGdI3eRDf+g1S+/j0m9YnkfaSQyTi2eAGP/e7TadLH1GnXmdCcAq7GZBIckkat65koRJHdxjKyUAEgCqBrosMPLgrc5n2BqC1ivXYJp3ySiImJeRommwLRMNAmdbA2k69PgXwZA8LrMWnWEoytrLl9NBKfM+r9TNqO+KtqsA+xEyaiZWuL47ataD+5q1NUqfDe2oEmMT741WyBx8iTpYeJLB/+GAQxt2HkQaj5v+3YKJWv/xtBEHoBvZycnMq7KRKJpAKSy4o5tmgBUQG+RDTpy6YwffJvnYN8BdYKgSF5usgFOOUg4GBvSXc7E1pUtaCNgwXKR7eJGzsJUVPEes1iTt5PJDY2lv79+1NTYUvq+gA0jLRJGaTBlOtTEPJkDIxwYcI3izG2tObWoUf4novBpZVdyeZYBT6+6jCxsXkmTFQqJfe3dqBJjC/3azSlwYgTpYeJvBB2D4OYW9B/w/8cJmXhnQoUURSPA8e9vLwmlndbJBJJxSIvLuLoogVEB/qR0moQp2Mt0dEvoqqVAW4OBtT1zUXXSJP+XzRgZiXDZ743K+Qq8eOmgChivfY3TvokqcOkX38cogzIuBGOTjUTEropmHLtQzTy5AyKqM8HMxdjbGnFjYMR+J+PpX7rKrQe6qwOE19fYidORMvaGsdt2/4WJgrub2lPo1h/7tVoRsORpxBKu9tTUQx7R8Ljq9B3NbgOfN3d+ELSpLxEInnnyYuLOPLrPKID/Wg58WP2ZVdC31iH0DmdOdzXE8/AAgx1tRg4oyEW/y9M0vyPEzd2MqjAavWvnPBNJjY2ln49+mB7SyTvRgJGLexI7Ccy+dpUNPLkDI6oz4RZSzC2tOL6/of4n4/Fta09rYc5P73M9YF6Bbzj9m1o2z4NE5/NbdVh4tTyxWGilMP+sRBxHnotI8q+DzP2+5NbJH/NvVk6KVAkEsk77a9Fi7HBQXT7cDqbNasi5siZ0qYGWYn5HFnqi6bm07u5/i7RewdJE79CQAOb9b9zIiCFuLg4+rTtgfWfxcjjcjEfUpu0liJTzk1BK1fBkEdufPDNEowsLLm29yEBF+Nwb+9AqyG1EIQnd3P9dZlr+za0bW0BdZj4bmqNV1wgd2u1puHw4y8IEwUc/ADCT1HY8Rd+TGxMp6VXOBWYSGBc+W3f8U5d8pJIJJK/kxUVcvjnH4gPC6Hbx59j0agFZ5ddRs9AiyEO1i8Mk+hrS8mdvg5BS5vKGzZw2DuYuLg4enp0xOrPIjDRwXqqOxmmeUw8+gGqgiIGR3nwwazFGJpZcHXPA4KuxOPR0YHmA5wQhL9WwKt3Wvz7nIlSIcN/U2saJoZyt3Y7vIYcenGYHJ4MIUfxdv6CSRdrkF34mCFeDnze2RkbY73X3a2lkgJFIpG8k2SFBRz6eS4JD8Lo/skX1GnRhg+uhUOmjIlNqnHyd//nhokoikSc/5bimQfR0NWl8sZtHLhxl8TERLo5tsT2lgrdWmZYDqtDjkY+44+OIacgiyFR7kycuQRDU3Ou7A4n+FoCnp0dadavpjpM7jy/nIpSISNgY0saJIVzt05HGg09WPpJKRVwaCIEH2K9zmh+CmhICycTZnevRz07k9fdpS8lXfIqJy8rX3/58mVMTU3x8PDAw8ODefPmlUMrJZK3k7oE/fdPanN9SZ0WbYguLOacdyxVNLQwvZaOppbGP8JEpZITenIqsq8PoqFvgN3m3ey/7k1iYiJdjBphF66DcTsHrMbVp0hbzoTj40jIT6RfTH0++mo5hqbmXP4jjOBrCTToWvVpmNy6RezkyWhXsXt20aKimICNzfFMCudO3U4vCRO5+jJX8CG2GIxnE33YNMaLnR80qRBhAtIIpUJr1aoVJ06cKO9mSCRvFfXmWN+pS9BP+wrnpuraXHPuP6ZyooxhxfpoG2nS93NPTK2fholSWUDQkbFozQ9Aw9gYu41/sPviRVJTU+lq0hi7NCMsR9ZBv74VcpWcj45P4kF+BH3iXPh8xmr0jUy4tDOM0JuJeHWvRuNe1REEgbwbN4j78CN0HB3VixYtLQFQKIoIWt8Cz5QIvF260WTQntJP6q8wCTlKarM5/HCpLnN61qRDXdvX2pf/ljRCeYP+bfl6iUTy7/y1ba86TL4uCZPQvELCriUwJF8XI2Md+n3R4JkwkcnS8dvXH60fA9A0M8du827+OH+e1NRUuls3xy7ZEIsh6jARRZEZJz7hXq4/nRJr88309egZmXBxeyihNxNp1ONvYXLtGnFTP0SnWjUct219GibyQoLXN8MjJQLv+j1o/LIwOTAOQo5Cl5/YpOqJpoZAb3e719qX/4v3coRybd8D0mLzyvQ1rRyMaDXYudTj/7Z8PcCtW7dwd3fHzs6ORYsW4eLiUqZtlkjeJYW5ORxYMIe0mGh6ff4NTl5PN8dafOEhQ6NFtAy06P9FA0ws9UuOFRREE3hgBEZL0tGytMZ23RZ2nj1LZmYmvau2wTJEwKx3TQxc1YUa5576iouZN2iZWoP5n2xBV9+QC1tDeOCdTONe1WnUQ73Xe+6lS8R/Og0dJyccN29Cy9wcALk8n9B1zXFPi8LbrTeN++8o/aQUMnWYhJ2Arj+jbDyFIz9fpI2zNdbGuq+hF/+b9zJQysO/LV/foEEDoqOjMTIy4tSpU/Tt25eHDx+WS9slkoquICebA/O/JSMhjj5fzn5m295LfknUO5tGgYbIyM88ngmTnJwAgvePxWRFIdo2lbBes4GdZ86QnZ1Nv3qdMPWWYdzGHqPm6tHAktPzOJR2hgZZ9iyZshMdfUPObQkh4l4KTfvWoGHXagDkXrhA3GfT0XN2xnHTRjTNzACQy/IJXdcEt/RY7rr3p3G/LaWflEKmXmcSfhK6/QpNJnPrYRpJOUXM6VmvrLuwTLyXgfKikUR5eF75ehOTp5Ns3bt358MPPyQtLQ2rJ+WsJRKJWkF2Fvvnf0tWYgJ9Z3xLNY+GJcfiH2QSsDGUfFQUtLCkmqNpybH09KuEHZyK+UoV2nb2WK5ay46TJ8nLy2OgV3cML+Vh4GmDyZOQ2HB2CVtS9lMn15Y1E/aio2vIuY3BPPJNpfkAJzw7OQKQ8+efxH/+BXr16uG4cQOaT36WZcW5hK9rgltGPHcbDKZR7w2ln5SiGPaNgQenodtv0GQSAId84jDW06JD3Yq5i6s0h/KG/Nvy9UlJSfxVuNPb2xuVSoXlk+uvEolELT8rk33zviErKZG+X3/3TJjEhWVw9Hd/sjRF9hoXM7Vr7ZJjCQn7Cd03EfOVIjr21bBYtZYdJ06Ql5fHoNZ9MLySh24tM8wHqhcjbjm5mN8TtuBYaMGmMfvR1THi7IYgHvmm0nJQradhcvo08dM/R79+ffXI5EmYFBdnE762Ma4Z8dxrOPzFYSIvUpdTeXAaeiwuCZP8YgWng5Lo6WaHnrbma+jN/+69HKGUh39bvv7AgQOsWbMGLS0t9PX12bNnzz9GMhLJ+ywvI519P84mNz2V/jO/x8HFreRYbGgGJ1cHkGWowV6hgPZulXG0NEAUVURGLiHx9Fos1umgW60GpsuWs/3YMYqKihjedSDah1PRqmyE5ci6oCHw+97v2VBwiCpyc7YPP4CBngmn1wcSHZhO66HOuLa1ByD7xEkSvvoKfU9PHNatQ9NIXcKlsDCDR+ua4ZqVxP3Go/Hq/nvpJyUvVIdJxHnouQy8xpUcOh2URKFcyYAGVV5Lf5YFqXz9e0zqE8nbKjc9jf0/fkNeZib9Z36Pfd36Jceig9M5vSYQDUsdfrOVI4/J48xnrahlrUto6FdkXTqJ5XpddGvUwnjxInYcO4ZMJmNE7yFoHkxG0NXEZqo7gqEmv279gl0aF6imtGHn8IMYaBpzem0gMSEZtB1RG5dW6g/37KNHSZj1DQYNG+Kwdg0ahuowKShII2pdM+pkp+DXZBwNui0r/aRkBbBnOEReht6/Q4NRzxwevuE2cZmFXPmy7Wv75fK/lq+XLnlJJJK3Sk5aCnt/mEl+ViYDvpn3TJhEBaRxak0A5pUN2NXGGGViAe3r2FDDQoGv32iyLpzEcr0euk61MVqymO1HjyKXyxk1aARaJ9IAEavx9RF1Ye7qSfyhcYFaggO7Rx5FX9OYk6sDiAnNoP3oOiVhknXwEAkzZ2HQpDEO69c9DZP8NKLXNqFOdgr+zSe9JEzyYfcQdZj0Xf2PMInPKuRWZDr9G1Sp0FcqpECRSCRvjeyUZPbOnUVRbi4DZ8+nSu2nI+xI31ROrwvEqooRsqFVeRidjUqu4oNmBty7PxDZ9QAsN+ih51wH7Z8WsP3wYZRKJaOHj0LrdBqqXBlWY+uj1FMya8VoDht7U1+nFn+MOIS2qMfJlf7Eh2fScUxd6j656ytz3z4SZ8/GsHlzHNasQUNffQdZfl4ysWsb45yThn/Lj/Ds/FvpJ1WcB7uGQNR16LcOPIb/4ylHfOMRRejvaV+2HVrGKvwciiAIdYFpgBVwQRTFNeXcJIlEUg6ykhLZN+8b5EWFDPx2PpVq1io5FnE/hXObgrGuaky1sc4MDH6MQUw+bg7aKFPGoOOjxHSDJnr16pEyZQpn9+/HxMSE4UOHIZxKpTghD8vRLhQbFDN7xQdcqhJJQ4P6rOu/FUGmyYmV/iQ9zqHj+Ho4N6oEQObu3ST9MA/D1q2w//13NHTV60LychNJWNeMmnmZBLaehmf7F5RNKs6FPwZD7G3otx7cBv3jKaIocsgnjsbVLHC0NHjOi1Qcr3WEIgjCZkEQUgRBCPp/j3cVBCFcEIQIQRBmvug1RFEMFUVxCjAYaPE62yuRSCqmzMR49v4wE3lxEQPnLHgmTB7cTeLPTcHYVjfBc1JdxkXEYJRciLxQQRubVRj46WK6QY5uPRd8e/fm9NWrODk5MWnSJLSuZlH8IBPzfrXIN8xlxuqRXKoSSTMzLzb03w7FGhxb4Ufy4xw6f+BSEiYZO3aS9MM8jNq1w37lypIwyc2JI2ltU6rnZRLU9gs8XhQmRTmwcyDE3oEBG58bJgABcdk8Ss2nfwWejP/L6x6hbAVWAtv/ekAQBE1gFdAJiAPuCoJwDNAEFv6/7x8vimKKIAi9ganAC5aUSiSSd1F6XCz7589GpVAwaM4CbKrVKDkWfjuRC9tCqexkRsvJLvQPjqQwqQCC0qhpGkWr5GL01majVbcuZ5s2IeXRIzp06ECLFi3IPRdDgU8KJp2qkmmcznebPuFu9VTaWrdkSdcVKAvh2HI/0uPz6DKpPjU81AUd07duJeXnXzDu1JEqixcj6OgAkJMdTeq6VlQtyCak/Uw8Ws8q/aQKs+CPgZDgC4O2QL0+pT71oE8cOloadHerXCb9+Tq91kARRfGqIAjV/t/DjYEIURQjAQRB2AP0EUVxIdCzlNc5BhwTBOEksOt5zxEEYRIwCcDR0bFsTkAikZSrtJgo9s//FoDB3y/EyqFqybGQGwlc2hmGfW1zOk6pz4iQKKKjs9H2S6OKYRw/G11Hb3UsYu3aHKrvgqBQMGrUKGrUqEHOhRhyL8Vi2LgSSYYxzN89G98aGXSx68jPHX5DXqDi6DI/spIK6DbFlWpPyq6kb9xIyqLFGHfpQpVFvyFoawOQnRFJxobWOBTmEtpxNu4tvyr9pAoyYEdfSA6BQdug7nM/9gCQKVQc80+gcz1bTPS0/3uHvmblMSlfBYj929dxTx57LkEQ2gqCsEIQhHXAqdKeJ4rielEUvURR9LJ+Uhq6IntZ+XpQl7D38PDAxcWFNm3avOEWSiTlKyUqkr3zvkHQ0PhHmARdjefSjjAc61rQbaorMx7F4x2ehpZvGo5G0Sw1voLRmkAKq1fnUL26WDk4MGXKFKpXr072n1HknIvGoIEN0YYP+P70THxrZNCrag9+6bAIWZ6KI0t8yUouoPuHT8Mkbe06UhYtxqR7d6osXlQSJhlp4WStb0nlojzCu8zF7UVhkpcCW3tCShgM3fXCMAG4FJ5CVoGcAQ0q9mT8Xyr8pLwoipeBy+XcjDcuKyuLDz/8kDNnzuDo6EhKSkp5N0kieWOSIyM4MP9btPX0GfTdAswrPa2sG3g5jqt7HlDV1ZKuk+rza0wyR/0T0A3MoIbpY37Vvob+miCyHBw47+lBo5Yt6dSpExoaGmSfjiLvahwGjWwJkd9hxa01hNbIZVDNAXzb4jsKs+UcXeZLbkYRPT9yw76OBaIokvb7StJWr8akdy/sfvoJQUv90ZmWEkTBpk7Yygp51H0Bro0+Kv2kchJgex/IioUR+6BG25f2wyGfOKyMdGlV6+0ouVQeI5R4wOFvX9s/eeyd92/K1+/atYv+/fuXXL6zsamYtXskkrKW+DCc/T/ORsfAgCFzFz4TJn7nY7i65wHV3a3oNtmVXSmZrLwdhU5AJrXMHrGIK+hvCCTF3p4rLVvQf9gwunbtqg6TE5HkXY3DsGllguXeLH+wmtDquQyvPZw5Lb4nP1PG4cU+5GUW0+sTj5IwSV28mLTVqzHt3x+7hQtLwiQlyY/ijR2wlBXyuNdiXF4UJlmxsKW7OlRGHXqlMEnOKeJiWAp9PezQ0nw7VniUxwjlLlBLEITqqINkKPDPG6//B4Ig9AJ6OTk5vfB5l7auJyU6sizesoRN1Rq0Gzup1OP/tnz9gwcPkMvltG3bltzcXKZNm8bo0aPLtM0SSUUTFxbM4Z/nYmBixqDvFmBi9fQXKZ+z0dw6/IiantZ0muDCpaw8vrkYjk5wFnUsHvBL8TV0/gglqWpV7rdtw5ixY6lcuTKiSiTraAT5d5IwalmFh0IAS4JXElE1n7EuY/m84efkphdxdJkvRXlyek/zoFINU0RRJPmnhWTu2IHZsKFUmjOnZJ/3xLg7sK0Xpko58X1XUtd9ZOknlfEYtvWGomwYdQQcGpX+3CdScooYsfEOmhoCQxu/PXPCrzVQBEHYDbQFrARBiAO+F0VxkyAIHwNnUd/ZtVkUxeCyeD9RFI8Dx728vCaWxeuVpX9bvl6hUHD//n0uXLhAYWEhzZo1o2nTpjg7V6xKyRJJWYkNDuDwL/MwsrBk0HcLMLZ4epnn3qko7hyLpJaXDR3H1SOooIiJp4LQCs6irkUYv+RdRXvfA+JrVMevTRtGjxuHjY0Nokok89BDCu4lY9zWnhjDSH64sZBo+wKmuk1lqsdUctIKObLUF3mRkt6feWJbzQRRpSLph3lk7d2LxZjR2MycWbJCPT7mOlo7+qGvVJA8YD3OLs+/3ReA9EfqORNFIYw5BnYeL+2HpOwihm+4TVJOEVvHNcbJxui/du0b87rv8hpWyuOneMEE++v2opFEeXhe+Xp7e3ssLS0xNDTE0NCQ1q1b4+/vLwWK5J0U5e/D0d/mY2pbiUFzFmBopt6MShRFvI8/5t6pKJyb2NJhdF3i5QoGHfFDDM6krmUYv6ZfQuvII2KcnAhq05qx48ZhZWWFqBTJPPCAAt8UjDs4kmgRz1eXZhFXuZDPPaczzm08WckFHFnqi0KupM9nnlg7GiMqlSR+O4fsw4exnDQJ6+mflfyMxkReQH/XELRFFRmDt1GzTu/STyo1HLb1ApUSxpyASvVLf+4T8VmFDN9wm/Q8GdvHN8armkWZ9O+b8nZcmHtFgiD0EgRhfXZ2dnk35R/+bfn6Pn36cP36dRQKBQUFBdy5c0cq5Ch5Jz26782RX+dhbleFwd8vfCZMbh56xL1TUdRrUZkOY+qRq1LR64APxcGZ1LUO59eE82gdecTj2s6EtG/HuA8+eBImKjL2hlHgm4JJl6qkVEnnk2ufEWdVyOyGMxnnNp6MxHwOL/ZBpVTR7/MG6jCRy0n48iuyDx/G6pOPnwmTxw9PY/jHYDRFkdxhu6j2ojBJDlbPmQCMPflKYRKbUcCQdbfIyJex44O3L0zgJSMUQRByXvL9ApAoimKF+LW5Il/y+rfl6+vWrUvXrl1xc3NDQ0ODCRMmUL/+y/9RSiRvk4feNzmx7Fesq1ZjwOwf0TcyBkBUiVzb95DAy3G4tqlCqyHOyBDptu8+WUHp1LaJ4LfHZ9E8F0NE3To8at2acePGYWZmhqpIQcbuMIrCMzHtXp00h2wmn5hCmlkh87y+o1/9QaTH53F0mS+CINB3egMs7AwRZTLiv/iC3HPnsZnxBZYTJpS0MyLsCJb7x6MSNCgcvg+HGu1LP6lEf9jeF7T0YMxxsHrxnC5AVFo+wzfcJl+m5I8JTXCzN/uPPVs+Xli+XhAEX1EUPV/4Aq/wnDdNKl//aqQ+kZSnsJtXOfX7Iio5OTNg1g/oGqir9Ioqkct/hBFyIxGPjg40H+CEKIp02XOPhwGp1LJ9zLKwo2hciSO8vgsxrVoxZuxYTE1NkacVkr4tGEV6EWZ9apJaJZuxx0eRrVfMfK+59HTtT0p0DsdW+KGlrUmfzzwwr2SIqriY+E+nkXflCrbffIPF6KfVfsMDd1P58EcUa2iiGHWIylVblX5S8fdhRz/QNVHPmVjUKP25TzxKzWP4htvIFCp2TmiCi53pS7/ndfmv5etfNocy4BVe41WeI5FIJCWCr1zg7JrlVKlTj35ff4eOvvpmFZVSxcXtYYTfScKrezUa96qOKIr03XufhwGpVLONY1ngYTRuJhDs7kZy69aMGz0aY2Njih5kkr4rDEETrCfUJ94gmTFHR5GnW8wvnvPo4tqXpMhsjq/wQ9dQmz6feWJqrY+qsJC4jz4m/+ZNKs2di/nQISXtDPPdgsPxz8nV0kZjzEkqV3nBHVoxd9TlVPTNYewJMHv53VkPk3MZvvEOKpXI7klNqVPJ5KXfU5G9MFD+Vh7FECgURVElCIIzUAc4LYqi/K/nVASvetuwRCIpPwEXznBuwyocXdzo++UctPX0AFAqVZzfHELE/RSa9K6OV/fqKFUquu+8S3hIGvaVk1l1bw8ad5MI8PQko3UrxowahaGhIbnX4sg+9RhtW0MsR9cjShHFmGOjKNKU8Uv9uXT26Ev8g0xOrArA0ESHPtM9MbbQQ5mXT9yUKRT4+FB54ULM+vUtaWfw3VXUODWbdB099Mb/iZWtWylnBISfhv3jwMROfZnL9OWFHMOSchix4Q4aGgJ7JjWllq3xf+3acveqk/JXAT1BEKoAfwKjUBd+rFBEUTwuiuIkU9PyGzJKJJLS+Z49wbn1K6nu3oC+X39XEiYKuZIz64KIuJ9C8/5OeHWvjkyposPW24SHpFGzchzrbm5G424SPl4NyWrbhjFjxmCoa0Dm/gdkn3yMvosl1lPdCcsNYdTxkRSLMn6u8y2dG/cnJiSdE7/7Y2yuS78ZDdRhkptL7IQJFPj6Yvfbr8+ESeCNRTidmk2KriEGEy+/OEzub1XvtGhTB8affaUwCUnIYdj622hpvjthAq9+27AgimKBIAgfAKtFUfxVEAS/19guiUTyjrl3/BBXdm6mpldTen72NVpPamHJZUpOrwkgNjSzZI/2QrmSDptvkfA4mxZmgcw8vQchWsbdJo0pbtmS0SNHoiPXJHVLALLYXEw6OmLc3pHbgReY5v0liCK/1vuO9i0HEBWQxun1gZjbGtJ7mgcGJjoos7KI+WACRQ8eUGXZUkw6dSppZ8CVH6l7aRExBiZYT7yGiXm155+QKMLln+HKz+DUCQZtBd2XrxkJis9m5KY7GGhrsntSU6paGpZB71YMrxwogiA0A0YAHzx5TPP1NEkikbxLRFHk1oHd3DqwC+emLen+yQw0n5QvkRUpOLkqgMSILNqPrkPd5nbkyhS033CT1JgcJhSeof+pC6BryI2WjdFs1pTRI0YgpMhI3hGAWKjAYkRdDFytOPnnduZGL0YTTVa1WkHDuq145JPCnxuDsXIwotenHugZaqNITydm3HhkUVHYr1iOcbt2JW31O/8N9a+vItLInMqTbmBsUspoQ6mAE5+B7w7wGAm9loHmy6sBB8RlMXLjHYz1tNkzqSkOFhV7w6x/61UDZRowCzgsimKwIAg1gEuvr1kSieRdIIoiV3Zu5v6Jw7i06UjnKZ+goaH+XbQoX86Jlf6kROfSabwLtRrZklkkp936GxCZxPJHO3F++Ag8a3Oiej0snZwYOXIkiuAsMg4+QNNIB6up7mjZ6rNj6wKWy/eho6HDlu5bqV3ZhQfeSZzfGoptNRN6fuKOrr4W8uRkYsaOQ56YiMPaNRg2b17SVt/Tn+F+ZwvhJtY4Tr6JoWEp9fNk+er5kodnofWX0G42vMI+774xmYze7I2ZgTa7Jrx7YQKvGCiiKF5FPY/y19eRwKevq1H/q7dpUn7u3LkYGRlx4sQJFi1ahJfXs3fq/fbbb/zxxx8AKBQKQkNDSU1NxcLi7VvsJHk/iSoV5zetJuD8GTy69KT92EkltbAKc2UcW+FHRmI+XZ9sXpWQX0Tn9beo63+PmYF70S/OQ2NyB04oq6OtpcWQwUMouBBP3pU4dKqbYjmiDjKxiDW/fcJ2yxsY6hiwo89uqppVK9krpYqzGd2nuqGjp4UsLp6YceNQZmTguHEDBn/7mfM9NhlPnz0EmVWi5uRb6OuX8nOWn6be/z3BB3osgUYfPP95/8/96AzGbL6LpZEOuyY2pYqZ/n/u34rohZPygiDMfdkLvMpz3pR3aVL+yy+/xM/PDz8/PxYuXEibNm2kMJG8NVRKJadXLyXg/Bka9xlI+3GTS8IkP7uYw0t8yUwqoMdUN2p4WHM1OYv2yy8z5uwO5t3ejLZ5LuKi9lw1cqeouJgh/QdTuP8xeVfU1YKtJ9QnIyOBxQsmst3qBib6puzqv5+qZtXwvxhbsldKz4/c1WESFUX0qFEos7Nx3LL5mTDxOTgaT589+Fk6UGvq3dLDJOMxbOoMyUEwZOcrh8mtR+mM3uSNtbEueya9u2ECLx+hTHjJankBdbXguWXWonfYggUL2LZtGzY2Njg4OJRUG96xYwcTJkxAoVCwefNmGjdu/Mz37d69u6SApERS0Snkck4u/5WIu7doOXQ0TfoNLjmWm1HE0aW+FOTI6PWJO3a1zFgSHs/yA0HMuLyTjrH3ye8kIA6vR1xSO+Ljgxk8cDCaJ1Mpis3FrK8TRk0r8+DODbbt+IkznnFYGlqzted27IzsuHc6ijtHI6nhYU3nD1zQ1NagOCKC6HHjQKGk6rat6P21mFcU8dk3iAah5/CxqYHrhBto65RyGSo5WL36XSWH0cfAsckr9cWF0GSm/uFDVQsDdk5ogq2J3n/s3YrtZYGyAXjZ/Wwbyqgtb0zW8UfIEvLL9DV17Awx61Wz1OP/tnz9XwoKCjhz5gwrV64s0/ZKJK+DvLiIY0sWEuV3n3ZjJtKg+9O90rNSCji67ElV32ke6DoYMsz7ATf/jGKMz0k6xt6noK8hhT210VBNwN//Lm3atKFSmBYF0elYDK+Dfn1LbuzbydGLW7nQJA0b48ps6bYVWwNbbh1+hM/ZaJwb29JhTF00NDUoCgkh5oMJCFpaOO7Yju6Ty+GiSoXfrj40iLjK3cp18PzgKlpaus8/qaQg2N4bNHXUCxata79SXxz1i+eLff7UszNh27jGmBvq/Of+rehetrDxhzfVkHfdvy1fb2ZmBsDx48dp0aKFdLlLUuHJCgs4/Os84kKD6Tz5U1zbdy45lpGQz9HlvqiUIn0+8yTGVIMPrgSReSOJHg/vMDz0HIXNNcjtKsPa/HsOHLhH3bp18dKuRfa9xxi3d0DTyZCjixdwI/IKF5umU9nEnk1dNmGjb8O1veq6Xy6t7GgzrDaChkChvz8xEyehYWRI1S1b0Kmq3kJYVCnx39YZz+h73HZwo9HYi2iWdodWUqB6LxMtPXWYWJb+S+Pf7bwdzZyjQTSuZsHGMV4YvwX7wZeFCr8F8L/xqpPyLxpJlIfnla//y549e6TLXZIKrygvj4MLvyM5MoLun8ygbos2JcdSY3I5tsIPDU2Bvp97sk9RwIJr0ejcS6dZYjif+O6lqI4K5aQ61HL8ge3bTmJjY0M3t7Zk73iAXj1LVK467J4zg6Cih1xqmoG9qSMbO2/EUs+KiztCCbuVVFL3SxAECu7eJXbyFDQtLam6dQvaVdS3/6qUMgI3tcEjIYSb1RvTdNSZkrvO/iExQL1lr7a+evX7K4bJmsuP+OVMGB3q2LBqRAP0tN+fFRbvVPn6ijwp/2/L1wNkZ2dz5coV+vTp89zXlEgqgoLsLPbNm0VqVCS9P//mmTBJiszmyFJftHQ06DDNnelpKczzi0b/Xjr1cxL49s4GFLZKDOeNoFadjRw+dBVNTU0Gde1H3v5ItKwN0O9WiYM/zSGMWC41ScfRrCqbumzCQseSc5uCCbuVRKOe1UvCJO/adWImTkKrUiWq7txREiYKeQEha5vinhDCjdrtaDbq7AvCxF99mUvb4JVHJqIo8suZMH45E0ZvdzvWjmr4XoUJvGMjlIrs35avBzh8+DCdO3fG0PDdWUkrebfkZqSx/8dvyU1Lpe/X31PN7Wnh8bjwTE6uVtfO6vypO8OiYngQn4upbzpV5Wn8eGMx6IlUWvULWZr1WL9+E3K5nGGDh6I4Eg+A+fDaHF29gFCNWC65p1HdrDobOm/ARNOUM+sCiQpMp/kAJzw7qQsx5pw7R8LnX6Dj5ITjxg1oWVoCIC/KIWJ9M+pnxHHTtSfN++/8x5WBEgl+6pGJrrF6ZGJR/aX9oFKJfHcsiJ23YxjRxJF5feqjqfHytSnvmheWry95krog5BrAVhTF+oIguAG9RVGc/7ob+L+Qyte/GqlPJP9FdkoS+3+cTWFuDv2+/h77uk/364kKTOPM+iBMrfXp9ak7XyUkcyQ0CWO/DCprpLPk2kL0MqDy5tXcSSnk9u3b2NraMnDAQIQzqRSFpWM1vj7XL+/mSNB+rntm4mzhzPpO6zHAiFNrAol/kEmbYbWp31o9Ask+doyEWd+gX78+DuvXoflkpF+Un0b0+mbUyk7hTsOhNOu1rvSTSvB9EiamMPY4lFZ25W8UShVfHQjgkG88k9vUYGbXOqWHVQX3usvX/2UD8CWwDkAUxQBBEHYBFTJQJBLJ65UeH8uB+d+ikMkYNOcnKtWsVXLs4b1kzm8JwbKKEb0+dWdHZhZHghPR98vAVjeZX+8vQj9JxOTXX9h3N4zExEQaN25Mp06dKLgUT25IOqa9ahAWeYt9YXu57ZmBp00DVnZYiY5Cj+Mr/Uh+nEPHMXWp3bQyAJl795E0dy4GjRvjsHoVGk9G9fk58SStb0nNvAy8m0+kWedFpZ9UyV4mpurLXOZVX9oPxQol03b7cSY4iRmdnfmondNbGyZl4VUDxUAURe//11GK19AeiURSwaVERXJgwRwEQWDw9wuxdqxWciz4WjyXd4VTuaYpPT5y535REfNuPULXLwM7g0QWPV6LcbgK+aRJbPUPQEtLi6FDh1LbyZnss1HkXYvHwMuWTJM0lp36hfuuGbSq0pLFbZdAoSZHVviSkZBPl0n1qempLo2SvnkLKb/+ilGbNlRZvgyNJxWMczIekbmhLQ6FOfi2nU7TtnNLP6m4J2Gib6resvcV9jIplCmZsvM+Vx6kMqdnPT5o+fJLY++6Vw2UNEEQagIigCAIA4HE19YqiURSISU8COPQz9+jo2fAoDnzMa/8tHiiz9lobh1+hKOLJV0n1ydVpWT8uWC0fDOoZpbG/KSVGN8oJq1tWy7kZFO1alX69++PoVyHlLX+yOPyMGxaGbGRAbO3TMbPOYMuDp1Z2PZnZDkqji7zISe9iO4fulHVxRJRFElbtZq0lSsx7tqVKr/+gqCjXuuRmRJM/qZO2MgKCO78HY2af1H6ScXdexIm5k/CxOGl/ZBbJOeDbfe4G5XBLwNcGdLo5QH0PnjVQPkIWA/UEQQhHngMjHxtrfofvU21vCSSt01MkD9Hfv0RQ3NzBn27ABNr9QhBFEVuH4nE52w0Tl42dBxbD4UGDDwSQJFPGjUsc5kf/TPm5yGhdm2uV7Klbdu2tG7dmqKANJIPB4MgYDmyLmJ1XSas60+gQxp9HXryQ7sF5KUXc3SZL4W5cnp94k4VZ3NEUSTl19/I2LIF0379qPzjPIQnFYxT47xRbe+JmVxORI9f8PSaXPpJxd6Fnf3BwEIdJqb2L+2HrAIZYzZ7E5yQw/KhnvR2tyuT/n0XvGpxyEig45OdGzVEUcx9vc3634iieBw47uXlNbG82yKRvEsife5ybMlPmNlWZuC38zEyVy+0ValEru55QPDVeFxaV6H1UGcQYNhxf+K9k6lpq+Cn4B8wvQ6Rzs6EtWrJmIEDcazsQNbBCAruJ6NT1QSLobWRGygZv3UgwZZJDKnUh9ntfiQzsYBjy31RyFX0+cwT2+omiCoVSfPmkbVnL+YjRmA7+5uSOmHxj86ht3sYOioVMf1+x9XtBb/3xnrDjv5gaKWeM3mFMEnNLWbUpjtEpuWzdmRDOtazLZP+fVe8UqAIgmAGjAaqAVp/zaWIoljhKg5LJJKyFX7rOqd+/w3rqtXpP+sHDEzUd08pFSoubA3h4b0UGnStStM+NYgukjH8iB8J/mk4VNLkF58vMfKG8Lp1SOjYkYmjRqGXp0HKSl8UaYUYt3fApENVAoNuMOPGVyQa5jLMqDvfdJlPSnQOx1f4I2gK9PuiAZZVjBAVChK++YacY8exnDgR68+nl0yCR4UcxPzgROSCQNrQ7dRz7ln6SUVdh11Dwcgaxpx4pV0W47MKGbnxDknZRWwZ24gWTlZl0r/vkle95HUKuA0EAqrX15z3x8vK12dnZzNy5EhiYmJQKBTMmDGDcePGlVNrJe+roEvn+HPd79jVrkO/r79H10B995RcpuTs+iCig9Jp1q8mHp0d2RiXyoJTYfA4F7eqesy9Mh19P5Eg93pkdejC2JEjUflmknLqMRqG2lhNcEVlBZvXf8sG4STFeiJfOUxlVPsPSXiYxclV/ugaaNP7Mw/MbAxQyWQkfPEFuefOY/3ZZ1hNeXop64HPJqocn0G2ljbKkQepWbVV6ScVfgb2jwGzqjD6iHof+Jd4nJbPyI13yCmSs3NCYxpWlUohPc+rBoqeKIqfv9aWSJ6xatUq6tWrx/Hjx0lNTaV27dqMGDECHZ13v8CcpGLwPXOci1vWUdXNkz5fzC7Z/70oX87JVQEkP86m7YjaGDS0ot/9h9y/GY9WQgEDXU0YfXg62kFygprUobBDH0YPHkL+sSgKfFLQq2OBWX8ngu9cYNu637lUOx4jLSPWd16NW2UPooPTObM2ECMLPXpP88DYQg9VYSFxn3xK/vXr2H4zC4vRo0vaGXxjEU7n55Oso4/uuNPYVfIo/aQC9sHhKVDZDUYcBEPLl/ZDUHw2Y7d4oxJh98Sm1K9S8SpxVBSvWnplhyAIEwVBqCwIgsVf/73Wlr2DFixYgLOzMy1btiQ8PLzk8R07duDh4UH9+vXx9vYG1PW8cnNzEUWRvLw8LCws0NKSChtIXj9RFLlzeB8Xt6yjplcT+n45pyRM8rOKObzYh5SYHDpNcOFmNR3a3Q4h4GosWgkFTHXLZ9SuKWgF5xHcriaq7kMZPnw4RVcTKfBJwbiDI4rWuuz5ZSaLLy3knEsctSycOTToKG6VPYi4n8Kp1QGYVTKg3xcNMLbQQ5mTQ8yEieTfuEHlBfOfCRP/C3NwPvcjsfrGGE2+hu2LwsR7AxyaCFWbq0vQv0KY3IlMZ9j62+hqabJ/SjMpTF7iVT+hZMBvwGye3Dr85M8ar6NRr9vp06dJSkoq09esVKkS3bp1K/X4vy1f//HHH9O7d2/s7OzIzc1l7969aGi8U6XXJBWQKIpc27WVu8cOUqdFG7p+OL1k//eslAKOLfejKE9Opw9d+U6ezcXQbKwDsshLK+KzOt6037gHrRQN7rX1xKTLEPr16kWRbxq5F2PR87TiftwZ7m05zq0G2URYZ9Gjeg9+aPEDupq6hNxI4PLOMGyrm9LzYzd0DbSRp6QQO2EixY8fU2XJYkz+9jN2/+RHeN7dSbixJfaTrmNsXMqlK1GEq4vg0nxw7gaDtqgLPr7E+ZBkPtrlg725Pjs+aILdO7wxVll51UD5AnASRTHtdTbmXfZvy9efP38eDw8PLl68yKNHj+jUqROtWrXCxMSkXNovefepVEoubFxDwIUzuHfqTofxU0runkqNyeX4736IIrT/1I3PslLxScnFMSibzKxCZlTfQetNfmhka3OlZQtq9O1P586dKX6UTeahh+jUNOVP/408ig/hdicZsRrZTGswjQ/qq3c9vH8mittHInGoZ0HXSfXVuyxGRxPzwQQUGRk4rF2DUYsWJW29e2A4jYJOEmhuh9OkG6XvsiiK8Oe3cGsluA2BPqugtFL1f3PIJ44vDwTgYmfC1nGNsXgP9jIpC68aKBFAwetsSFl41XUoLxpJlIfnla/fsmULM2fORBAEnJycqF69OmFhYf/YzVEiKQtKhYLTq5YQfvMqjfsOouXQ0SX/LhMeZnJyVQA6+lq0mFqfCUmJREZlYRGaTa6iiG8qL6fx1hRURXpcbN0S98GDadWqFYrUQtJ3hqJlpc8DfT8CUwO42amQQkHGslbLaO/YHlElcuNQBP7nY6nlZUOHsfXQ1HqyMdbESaBU77Ko7+oKqDfGururF40jruNnUxOXCddL32VRqYDj08BvJzSeDF1/hlcY5W++/ph5J0JoXtOS9aO9MNKVLjW/qle9hpIP+AmCsE4QhBV//fc6G/a/eJfK1zs6OnLhwgUAkpOTCQ8Pp0aNt/IKo6SCk8uKObZ4AeE3r9Jq+FhaDRtTEiaP/VM5tsIfQzNdGn/iyrDoWKLvJaHhk46FdjwLKv1C020ZKOR6nG/TliajR9O6dWtU+XLStgYjaAnImmty+sofnG+Rga6eATu67aC9Y3uUShUXtofifz4W17b2dBrvgqaWBvl3vIkePQZBR4equ/4oCROlUs69LW1pHHGd+/ZuuE66XXqYKIrhwFh1mLSZCd1+eWmYiKLIkj/DmXcihC4utmwe20gKk3/pVXvryJP/JP+jf1u+fs6cOYwdOxZXV1f1Pgu//IKVlXTfu6RsFRcUcOTXecSFBdNxwke4d3o6eg+9mcilnWFYOxrjPM6ZgfcjKPBJRcxT0K3GDYar/sRqnYJCHT0utm5Fp5EjcXd3R5krI317CKpcGcYja7Jm7TTON0nF1MCcrV23Ymdkh1ym5M8NQUQFptO4V3W8uldT34hy/jzxn3+BtoMDjps2ol2pEgByWQEBm1rRKDmCezVb0HDEiZLLcf9QlAN7R8LjK+pRSdOpL+0HlUpk7vFgtt+KZoiXAwv61UdLU5qz/LdeqXz920YqX/9qpD55vxXkZHNo4VxSoh7R7eMvntkYy+98DDcOROBQ1xzLwdUZfTYIZXg2FgYCE+qtp1F0Ikab88kzNeVymzb0HjOG2rVrUxiURubhh6iKlVgMrcOBc0tZrX8KLWMDtvfcQQ3TGhTlyzm1OoDEyGzaDHWmfhv1CvWsAwdI/O579Fzr47B2LVrm5gAUJgcR+0dfnHNSuVe/B14D/oDSKvrmpcAfA9X7wPdZCR7DX9oPMoWKGfv9OeafwOTWNZjZ7e0tP/9fvdby9YIg7BNFcbAgCIE8vburhCiKbv/rG0skkvKTm5HGwQXfkZWcSJ8Zs6nZsAnw5Jbho5HcPxNNzQY25LSzZsSOe5BRTNOaMNzhGxxuG6K3J4eMypW52aY1A8eMoWplBzL2hVPgk4J2FSOsBztzx/8M63ROodLXZH3XDdQwrUF+VjHHf/cjM6mALhPq49TQBlEUSd+4kdTFSzBs2RL7FcvRMDAApYKCa7+hdeVXKgki95pNwKvL4tJPKiNSXUolLxmG7QHnzqU/94lCmZKpf9zncngqX3etw9S2FWt78LfNyy55TXvy5wtqGEgkkrdJVnISB+bPpiAnhwGzfsDBRf17oUolcnV3OMHXEqjXyo5LVTTYtu0+GsDHbfJw1/oGm5NV0D6TSny1avi3bcOI0aOxKDQgeZkPyuxidSmV9o7Exj/k2/CFFBipWN95PfUs65XcdlyYJ6fnx+441LVAVKlI+W0RGVu2YNKjB3YLf1JXDE4MQHZkMgbJIVwyNESn1++0qDOg9JNK9IedA0ElV68xcWhU+nOfyC6QM37bXXxjMlnY35VhjaWKwf/VCwNFFMW/StR/KIri138/JgjCL8DX//wuiURSUaXFRHHgp+9QyuUMnrOASk7OgLou1/ktIUTcV9fl2qNTyNEz0Rha6LGkfTDa6cuptKsKGrdSeVinDlHt2jJ22Ag0vXNIu/EILQs9rKe6o+toQnxyFJNPfkCmUTG/Nl1Io8qNSInO4cRKf0QR+k73xLaaCaJcTuKc78g+cuRpkUelDC7MQ7y+jDwNgcV29gzsswNP2waln1TkFdgzAvSebIxlXful/ZCcU8SYzd5EpuazcngDurtWLqMefr+96qR8J/4ZHt2e85hEIqmgEiPCObRwLpra2gyZ+zNWDuodCWVFCs6sDyI2JIPmA5zYr1nI0T+jMatixIa2Z8iN3kflrXYQlIqfhwe57dsxts8gCvdFUfhkDxPT7tURtDU4dGo9v8WupUBfzudVJ9Olbk9iQtI5vS4IfSNten3ijnklQ1RFRcR/Np28y5ex+uRjrD78ECErWj3KSH/IKRMzNlSuxqKum3Ayf8EygKBDcHgyWNSEkQdfqchjZGoeozZ5k1kgY9NYL1rVsi6rLn7vvWwOZSrwIVBDEISAvx0yBm68zoZJJJKyExXgy7HFP2FgYsLAbxdgZqu+e6ooX86Jlf6kROXQfnQdjoiF/HE8AmNbfX5vvoe8B39it94WVVwmt5s1Rbt9e0Z27E3O9gcosmVYjqqLvosVGQlx/LRnBufMgzHW0md100W0qNue8DtJXNwWirmdIb0+ccfQVBdlTg6xUz+k0MeHSt9/h/mwYerJ9O19keen8lllO+JsnVnbcS2VjV4wcvDeAKe+BMemMGy3eoOsl/CLzWL81rsIwJ5JTXGzNyubDpYALx+h7AJOAwuBmX97PFcUxYzX1iqJRFJmQq5e5Oza5VhUcWDArB8wslDXsMrPKubYCj+yUgroOsmVU8oC1h4Mw8BSj+UtD6EKPUfldZYocwq40roVlTp1olujDmRuCkVUilhPdEWrigGXDu9gycNVRNnm00CvHit6r8NEzxTfP2O4eSiCKrXN6TbFFV19LRSpqcRMmEhxZOTTUipF2ah29EOZE8c4G0tEhwZsa78KMz2z55+QKMKlBXD1N6jdHQZufqVSKpfDU5i60wcrYx22j29CdSvDMuxlCbx8DiUbyAaGvZnmvD9eVr4+MzOT8ePH8+jRI/T09Ni8eTP169cvp9ZK3kaiKOJ9ZD/X92zHsb4bvb+YXVJ+/u91uXp97M55eQGL9geja6LDsrZn0b1xBssdRsgEkYtt2+DSsyctq3mRsTEYDT0trCfVJ7MgiW0//shhWz/ybZR8Um8qE72mggg3DkTgfyFWvYPjmHpoamsgi4lRl1JJT39aSkVeRMGOvugkB/OJrRU1XYcys/FM9LVKCQilAk5OB5/t0GA09FgKmi+/cn/IJ46vDgTgbGvM1vGNsDHWK8uuljwhLQOtoH766Sc8PDw4fPgwYWFhfPTRRyUr5yWSl1GplFzcvA7/c6eeFHn8DE0tdQ2rtLhcjq3wR1SK9JnuydXiAubuDUDLQIulba9ivv0Ixue0ybMx5VKTxrQeMAA3/Zqkbw1Gy0ofq/H1iY7wZ+ne2Vyvm4ypjilbO63A08YThVzJ+S2hPPJJwa29PS0H1kLQECgMDCR2ylR1KZWtW9B3c0OpKCZ2SweqJQTxo11VhnX7nTYObUo/KXkhHPgAwk9C6y+h3ezS16P8zfqrj/jpVBjNa1qyblRDjPVeXstL8r95p5aCCoLQSxCE9dnZ2eXdlOf6N+XrQ0JCaN++PQB16tQhKiqK5OTkcmm35O0ilxVzfMlC/M+dwqtXf7p//EVJmCQ8zOLwYl80NQX6f9kAH1HGlzt90dDWZHmjG1SZvw/jc5rE1Xfhz/bt6D5mDC5KBzL2hKHjYIzNZDeCvS/y896vuOKShKdNAw4POIqnjSdF+XKOLffjkU8KzQc40XKQOkxyL14ketRoNPT11aVU3NyIzY7h2rpGVEsI4rBTUz4efeXFYVKYCTv6Qfgp6L4I2n/70jBRqUTmnwjhp1Nh9HCrzJZxjaQwec3eqRHKq+4p/+DBj+TmhZbpexsb1cXZeU6px/9t+Xp3d3cOHTpEq1at8Pb2Jjo6mri4OGxtpT2sJaUryMnmyG8/kvgwnHZjJ9OgW6+SY1GBaZxZH4Txk42rfAoK+XDrPQQNgZVVLuA4+xgacm182rYgtlp1RgwdinmYSPblSPTqWWIxpBY3Dv7BFv/N3HXJpI1da5a0X4qOpg45aYUc/92fnPRCOk9woZaX+t9pxq5dJM9fgJ6LCw5rVqNpacn+B/vJO/0V4zIzeODah779t714ZXpWLPwxCDIeqUvPu/R7aT/IFCq+OuDPEb8Exjavxnc966Gh8X6ufn+T3qlAqcj+bfn6mTNnMm3aNDw8PHB1dcXT0xNNTc1yabvk7ZCdksTBn74nJy2FXtNn4tzkabn3sFuJXNoRhqW9Eb0+cSeooJBxm7wRlEo2yA9SefFNVHbGnGvYFlVlO8YPG47WtWxy7ydj2KQSRt2rcnrdMvYnHuN+vSw6Onbk19a/oq2prV5jsioAlUJFn2me2NUyUy9YXLyYjE2bMWrXjiqLF5FOPt9d+JDqIaf4KjOLAvchOPdd9+KRRmIA7BoMsgL1bcHVW7+8HwrlfPSHD9cj0viyS20+bFvzvS2l8qa9l4HyopFEeXhe+XoTExO2bNkCqCdXq1evLlUblpQqOTKCQz/PRaVQMPDb+djXcQHU/3bun47mzrFI7OuY022yK+EFRQzdcAeT3CzWPNqKWWgURc1tOFmlNdb2DgwdMBjZ0TgKHmZh3MERnaYWHPx5DidlN/Crk0336t1Z0HIBWhpaRAWmcXZDEPpGOvSc7olFZUNUxcUkzppFzqnTmA8fhu3s2WTKsxlzagxeyY/4KiMLsW5vDPqseXGYPLoIe0erFyyOPwO29V7aD7EZBYzbepfo9HwWDXJnYEP7supiySt4p+ZQKrJ/W74+KysLmUwGwMaNG2ndurW0uZbkuWKC/Nk3bxaa2toMnfdbSZiolCqu7ArnzrFInBvb0vNjd2JlMvqtv0W96HC2XluEacRjMkfac9SxLdXr1GVU/+EU7Yyk+FE25gNqgbseu7//khOqm/g5Z9OnZh9+avkTmmjifyGWU2sCMa9kyICvG2JR2RBFRgYxY8eRc+o0Nl/OwHbOHGQomHZxGs4pkfyQmgrVWyMM2AgaLxhx++1SX+YyrwoTzr1SmNyPzqTvqhuk5hazfXwTKUzKwXs5QikP/7Z8fWhoKGPGqPelcHFxYdOmTeXVdEkF9uDODU6t+A2zSnYMmD0PYwv1FgdymZI/NwYTFZBGgy6ONO1Tk/gCGT3W3aD/3dOMDT2D0lpF4mRHrsc2pUEDLzo3aEvGhhDEYiVWY13I1krn0Jy5XHeIJcAhi4HOA5nTdA45KUVc3BFKYkQ21dys6DS+Hjp6WhRHPiZ2yhQUyclUWbYMk65dUIkqvr3+LTUfXee7jCyEyu4wdBdo6T7/hERRvb7k0gKo0RYG7wC9l/8iddw/gS/2+1PZVI/NYxtR09qoDHtZ8qqk8vXvMalP3m4B589wfuNqKtVypt/X36NvZAxAYZ6Mk6sCSI7KodVgZ9za2ROSmc+YNRf45OwWGiWHUeClIrmfPXeDmtOuXSca2biQsSscDX1NrMbV53GUL6dXL8W7fhYBtikMrzOcrxp+hf+FOLyPP0ZLR4OWg2tRu0klBEEg39ubuE8+RdDSwmH1KvTd3QFYfn8pRleX8EF2Djh1hEFbQdf4+SeklMPJz9VrTNyHQa8VoPXirXdFUWTVpQgW/fmARtXMWTfKS9qu9z94reXrJRJJxSOKIncO7+PG3h1U92hIr89noa2rXqiXnVrI8d/9yMsspuuk+tTwsGburUecPXCT3y6uxkqWR/ZQFakNbfD3b07fvgOpWWxD+vYQtG0NsRhVh1un93Ln2AECWqgIME1hrMtYRttO4uCvPqTG5FLD05rWQ50xNFWPMrKOHCFxznfoODrisG4tOvbqS02HQ3ZT5+KvdMkvQGw4HqH7b6UvQizIgH2jIeoatJrxSrcFyxQqZh0K5KBPHH097PhloBu6WtKNK+VJChSJ5C0iqlRc3r4Rn9PHqNuqHV2mTENTS/1j/FdFX5VSpM80DwqsdWmy8QbKoBiWXF+LhaaczC8VZFmaExLakeHDRmH5UIOsyxHoOptj0MuOI6sW8CjUF/+umgRpxPCBywSaJfTkwOZ76Bpq0WWieg8TUAdb2u8rSVu9GoOmTbFfsRzNJ/N8dx+dosbRabgWF6Ps9COazT8pPSBSQmH3UMhJgL5rwePlhTmyCmRM3nGfO48z+KxjLaZ1qCXdyVUBSIEikbwllAo5Z9csJ/T6ZRp070PbUR+UbIMbE5zO6fVB6Btq02O6G+tiU1i/8wEm2Tms9NmEtSqP1Gkysi0NiYzszZiR49C+kk2ufyqGjStR7AZ/zP2C1KI0bvcUiVHE8HHN6ZiccuFeQjTOTWxpNcgZPSP1wkBVcTGJs78l58QJTAf0p/L33yPo6KBQKTjtvYwG53/GSqmkuP8G9N0Gl35S4Wfg4ATQMYCxp15pH5OotHzGb71LXGYhy4Z40Nfz5RWGJW+GFCgSyVtAVljAsSULiQ7wpeXQ0TTuO6jkN/KQGwlc/iMcyyqGuI+tTa9T/iREZGGmq2Rz+Db0shJJ+0hGinFlMhL7MGboOGSH4yiMysGkazViecC5uSvJr6TD+ZY5FKiK+ML6e/L+MKfYREGPj9yo5mpV0hZFaiqxH39MkX8A1tOnYzlpIoIgcC/pHqfPfc5nkQGotHTJG74Ly1ql7JooinBjGZz/Af6aqH+F0vN3ozKYtF09P7pzQhMaV7f4z30rKTtSoEgkFVx+ViaHfp5LavRjOk/5FNd26g9pURS5e+Ixd09G4VDPggcNTZi58RaqQiXN6pnx3bHvICqe9MlaBKiaY1rYiRG9epG7MwJFRhFmg5y47XcE/z9PUuRly9HKgZhomTBNPpvMo1pUc7Ok47h66Oo//ZgoCg8ndspUlFlZVFmxHJPOnUkpSGHx3UVY+O/lm4wsCiyqYzL6OIKZw/NPSF4Ixz6FwH1QfwD0XqkeobzEEd94vjoQgL25PpvHNqKaVC24wpECRSKpwDIT4zm48HvyszLp++UcajRQXxJSKlVc/iOcsJuJ1GlWiRU6+fgfD0XbSJvv+xvjtvgTCC4gZXgVbuR54eHRmg71W5KxMRRRJWI02JFjBxaT+CCMvB7VOcRVapvUpk/Mh2QGqfDo6ECz/k7PlCvJvXiJ+Bkz0DQyourOHWjVcWZr0FY2+K3mi+RE+ufmoKzdHeMBG0GnlA/7nETYMxwSfNQT761mvFJNrmXnH7DiYgRNa1iwdmRDzAykO7kqImlhYzmZO3cuixYtom3btvz/W5wBwsLCaNasGbq6uixatOiZY2fOnKF27do4OTnx888/v6kmS96wxIhwds/5EllBAYO/+6kkTGRFCk6tCiDsZiKNelRjp7kcf/8UqjmZsq/3HequGI+2fyHRXd24ompNx479aefYmPSNQQi6mohdDdmzejYpMY9JHl6NA+JlWtq0oof/x+SEiLQdUZsWA2uVhIkoiqRv2kzcRx+hW7061fbvJ6uqBSNPj2Sj969sTc2if24OtJqB5pA/Sg+T+PuwoR2khqsvcbX+8qVhklskZ9KOe6y4GMGghvZsH99ECpMKTBqhVFAWFhasWLGCI0eOPPO4Uqnko48+4ty5c9jb29OoUSN69+5NvXovX0kseTuIokj4rWucXbscQ1Mz+s+ah4Wden4hP7uYEyv9SY/Pp92oOuxS5HHpdBzW9nr8UHs2yt8TMbynSXiTBoRYuzB0wAAqx+mTcTgMHUdjEuzjuLR8A7q2FgT1NOZOxhUGVRlGlbMtkCuh56fuONR5Oi8hymQk/vAD2QcPYdylC3Y/L+ReViAzTszAoTCXPzOVGBRkQf8N8KLJd/896stcxrZPVr67vLQfHqXmMWn7PaLSC/ihtwujm1WV7uSq4KQRyhv0b8rX/7WaXlv72XLb3t7eODk5UaNGDXR0dBg6dChHjx59o+cheX3S42I4MH82J5f/ipW9I8N+XFQSJhkJ+Rz45R7ZKYX0+MiNqwYKdpx5iKGVDj/UnYXx4XwMr2kS7uJCpHtDxo0ei5WvSM65aPTcrPBRXeLCH2sx96zDuTaZ3Mv0Y3KladgcaY6Ong4Dvmr4TJgoMjOJ+WAC2QcPYTl1CnZLFrMjch+fnp3AJxmZ7IyNwUClgrEnSw8TpQLOzlbv++7QGCZefqUwuRiWTN+VN8gskPPHhCaMaV5NCpO3wHs5QpnzMI6gvMIyfc36Rvr8WKv02kH/tnx9aeLj43FweDrZaW9vz507d8ruRCTlorggn5v7d+F75ji6+ga0Hz8F947d0HhSYTo+PJNTawPR0tag3xcNuCUr5OfdQegYa/Oj5yJszyjQP1VIRM2apHTuxPjeg5AdiqEwNheDdnacv72J2JAAKvdrxwaNExQVFPGp0RwKD5tjW8uEbpNdS24JBigMCCB+xpcokpKw++1XdLp1ZOaNWRQGHeRUdhEWxXnq1eyd5oGRzfNPqiADDoyHyEvQeDJ0WQCaL96P5K+V74vPPaBeZRPWj/aiitnLt/eVVAxvRaAIgmAIXAHmiqJ4orzb87/4t+XrzczMyqOZkjdMVKkIvnKBa7u3UZCTjVv7LrQYOgoDE9OS54TfSeLi9lBMbQzo+bEbocXFTNt0H0Fbg+8bbKP69nj07ih5XK0aBSNHMKJFN3K2PkBVIMewrwPHDy8hPTYaq3GdWJq2E3M9c8YVfk3uVR3qNK1E2xF10NRWX6xQyWSkrVxF+saNaNnY4LhtK+lOVvx0eABDI31oU1iIaF0XeiyGai1KO60nixWHQXYc9P5dvV3vS2Tmy/jmcCCng5Lo62HHwv5u6OtIK9/fJq81UARB2Az0BFJEUaz/t8e7AssBTWCjKIovm1n+GthXVu160UiiPDyvfH1pqlSpQmxsbMnXcXFxVKkiLex6G+VlpHNsyU8kPgynsnMd+s+ci20Np5Ljoihy/0w0d45GUsXZjG5TXIkvljFikzeiCma5n8J1hQ86kRDg6orx2DH0qtaEzI3BCHpa6A6szMGNP5KZn0HyMAc2J2/Exbw+XcMnkPtIoGnfGjTo8nReojA4mMSZsyh++BDTAf2xnTkT78z7BGwbzLL0VLQ0daHzfIQmU0ofaRRlw83f4dYq0DFSXw5zbPLCflCpRPbdi+WXM2HkFCmY3b0uE1pVly5xvYVe9whlK7AS2P7XA4IgaAKrgE5AHHBXEIRjqMNl4f/7/vGAOxAC6L3mtr5WrVu3ZuzYscyaNQuFQsHx48eZPHkyoC5f365du2fK15emUaNGPHz4kMePH1OlShX27NnDrl273tRpSMpIQXYW+3+cTW5GOl0/nE69Vu1KVr3Dk9Lzux8Qcj0B58a2tB9Vl9RiOT3W30JeqOAL5+s0X/wnmjla3GjeBIuePWhp6EbGzlC0qxihaq3P3t+/JcIqi3vNcsjNfMzQqiOodK4pxTnQdVI9ajZ4UkJFJiNt3XrS1q1Dy9wc+7VrMGrThtMXvqbenU00kysocO6Mbo9lpS8+lBfB3Y1wbTEUZoBLf/UlLhO7F/ZDUHw23x4Jwi82i8bVLJjX14U6laRtGt5WrzVQRFG8KghCtf/3cGMgQhTFSABBEPYAfURRXIh6NPMMQRDaAoZAPaBQEIRToiiqXme7X4d/W74+KSkJLy8vcnJy0NDQYNmyZYSEhGBiYsLKlSvp0qULSqWS8ePH4+Ly8klOScVRmJvD/vnfkpOeyoBZP2Bft/4zx4vy5fy5MYjY0EwadqtKk941uJ+UzfDN3hTnyfnU6g4dlh0CXQPOt22BZdOmtNF0JedMFPquVuTWLWTnyq+45ZpBjGk29U3q86H954RuLUBDV5N+M9ywqar+0C4Kf0DCzJkUh4Zi0rsXlb75hkIDLU5s70ivx/dI0zehaMBaDOr0eP7JqJTgvxsuLYScOKjZHjp8B3aeL+yD7AI5i/4MZ+edaCwNdVk6xJ2+HlWkUclb7rWXr38SKCf+uuQlCMJAoKsoihOefD0KaCKK4scveZ2xQFppcyiCIEwCJgE4Ojo2jI6Ofua4VKr9n6Q+efOK8vPYP282GfGx9P36O6q6ejxzPD0hj1NrAsnLKKLN8NrUa2HH3tBEZu72Q1SJLBDO43ngFCpHM854tsW8Vi36VGlL0eUEjFpWIdY0iiVnfsDPKQsdbV0+bTiNFnTm7JpgjMzVe8kbW+ghKhSkb9xE6qpVaJqYUGnu95h06kRk1iN8d/VhQEosjx0aUG30KQTtUibFH1+FU19CahjYNYCOc6FGmxeev0olctAnjp9Ph5FZIGN0s2pM7+SMqf6LJ+slb8Z7U75eFMWtLzm+HlgP6v1Q3kSbJJJ/o7iggIM/fUd6XDR9vpzzjzCJ9Evl/JYQtHQ16ft5AyrXNOWHaw/ZcvoB2roCG1K3Y3vJH0UDa07V7oCxtQ29a7aj6Ew8Bl62/Ck/xUq/zWQ6y2lr14bZzb+l+LE2p9cGYmarT+9pnhiY6FD86BEJM2dRFBiIcbeuVPruO7TMzTn/+Cx5hycyICeblHq9qD5wW+m7KgYdhEOTwcwBBm+Hur1fukgxPCmXbw4Hcj86k4ZVzdnepzEudqVf3pW8fcojUOKBvxf5sX/ymETyzpIVFXLo57mkPH5Er+mzqO7RsOSYqBK5dzoK7+OPsalqTLcprhiY6jD8kC83vROwMVKw5v5vGISmo+hdg9OWzdHVNWSARzeKj8Wh52LJouJlHJdfw8RQnyWtFtKpRhci/VI5uyEAyypG9P7UA119DdI3bSZ1+XI0DAyosnQJJt26oVQp+d17EbUvL6JvQSF5zaZi03lh6QFxbwucmA6OTWH4XvWe7y/hF5vFqI130NHS4LeBbgxoYP9MWRfJu6E8AuUuUEsQhOqog2QoMLwsXlgQhF5ALycnp5c+VyJ5U+TFRRz59UcSH4TRY9pXODVqWnJMVqTgwrZQIn1Tqd2kEm1H1sY/KZcpO+6QmpBHA5Mcfji9EM1MGcJnXThfWBXkCga16I38cBy6NU1Zqb2e48XXaKB04vcRWzHRM+XhvWTObw7BuqoxvT5xR7Mwh+hJn1Lo44NRxw5UnjsXLSsrMosymXNpOiP8T9OsqAhF5x8xav5p6SdzfSmcnwtOndQjk1co6ugbk8noTd6YG+qwe1JTaV3JO+x13za8G2gLWAmCEAd8L4riJkEQPgbOor6za7MoisFl8X6iKB4Hjnt5eU0si9eTSP4rhUzG0UULiA0JpPtHn1O7WcuSY9mpBZxeG0hGQj4tBjph7GbOpD2+XAxORtQSGGXymGH7VoE2CPM/4mh4ASBnaId+iEcS0bYzYpvlfg7mXsC9uBobx+9FW0uH8NuJXNgWSqWapvT82B0hK43oceORJyZi9+svmPTqhSAIBKcH8925j5n7OBgXmRz6rkHLo5Tf7UQRzn8PN5arKwT3XfvS7XkB7kdnMmazNxaGOuyZ1BQ7KUzeaa/7Lq/nbr0miuIp4NTrfG9JBZSbBBs6wNA/wM6jvFvz2ikVco4v+5noAF86T/mUuq3alRyLDk7n3Cb171HNxtVlT2wq+5YGotIQ0KhpzKrkg1TdcRaVgy6Kr2Zz/FY4pqamDO7UD+WeWDTNdTnkeJZtmUeoW2THxnH70NbSIeR6Apf+CMO+tjndp7ohJscTPW48yuxsHDdtxOBJdYbDDw+z7vpc1iYl46gQ0RiyE150J9fJz+H+VvAaD90XlT638jf3ozMYs/kulkbqMKlsKoXJu+6tmZR/FdIlrwou5rb61tLom+98oBTm5XLq90VE+d2n44QPn9nD5P6ZaO4ci8TCzpBIZ32GHPVDKYrIHQ2pU12fhX/MwvBuIqomNqQNn8Hl6z5UrVqVfq16ULAnEg09Lc663GZN0h/UKLRiy9gD6OnoE3g5jqt7HuDoYkm3yfVRxjwmZtx4RJkMx61b0a/vgkwp4xfvX7gd/Ac7U7OxFDURRu6H6q2efyIKGRyeBMGHoeXn6luCX+HW3ntRGYzZ7I2NiR67JzalkulbvYxM8oreqeKQoigeF0Vx0osWBr5L0tPTadeuHUZGRnz88bN3Xd+/fx9XV1ecnJz49NNPed23h7+S5CdXNjMiy7cdr1lyZAQ7Z35GTKA/nSZ9jHun7gDIChWcWRfEnaOR1GxowxlbkY1+sVhXMyG/pQ3D7PJY8tNEDO4noDmxJQ/6TOPyLR/c3NzoX6czeVsfIGhqcL1hIIsT11Gl0IztIw4iyHW5vu8hV/c8oLq7Fd2nuCJ/GEb0qNGIiDju2I5+fReS85MZd3Yc/oE72ZeSg6WmPsLYE6WHiawA9gxTh0mnedDx+5eGSUpuEQtOhjBy0x1spTB577xTI5T3jZ6eHj/++CNBQUH/KCg5depUNmzYQJMmTejevTtnzpyhW7du5dTSJ97xQBFFkcALZ7m4ZS0GpuYM/eEXKteqDUBmUj6n1waSlVJI4341WR6TyI3IdCwbWPPYWoclQWfwWL8NlaGAweLPuJCgTWxAIG1bt8E13Y7co5Ho1jLDu24o88OXY1tkxJou2/E/lUbIjQBUChX1WtnReqgzxf7+xE6ejIaxEVW3bEGnalWC04L58MKH1MnNYGtqNtr6ljDqMFg7P/9kcpNh32iIvQO9VkDDMS889+ScItZeecSuOzHIlSr6eFRhVvc62BhLYfI+eadGKBVdfn4+PXr0wN3dnfr167N371769u1bcvzcuXP069cPACMjI7788ktcXFzo2LEj3t7etG3blho1anDs2DEADA0NadmyJXp6z/7QJiYmkpOTQ9OmTREEgdGjR/9jX5Vykfwk9N7BQJEXF3F2zTLObViJfT1XRv68rCRMIv1S2f/zPYry5XT90JWlMYnceJSO4GaB3FKTffsX4LlqG8paBuisXM7+oFySkpLo16U3dYNMKbyfgmG7KhyueYFvw+ZjXqTHVM35nF4URfC1eJwb2zL8h6a0G1GHIu87xHzwAVoWFlTbuROdqlW5GX+TcWfH0aagiDWJyWib2MP4M6WHSfgZWNMcEv1g0JYXhklCViHfHQ2i1a+X2H4rmt7udlz8oi1Lh3hIYfIeeqdGKK86h/LD8WBCEnLK9L3r2Znwfa8Xl0A5c+YMdnZ2nDx5EoDs7Gy+//57UlNTsba2ZsuWLYwfPx5Qh0/79u357bff6NevH99++y3nzp0jJCSEMWPGPFOt+P+Lj4/H3v5pAUx7e3vi48t5qU9RDmRFg7YBZMWAUv7SUuZvi8ykBI4v/onU2GiaDRxG0wFD0dDQRFSJeJ94zL1TUdhUNabN+Lp8ejSIO4/TKXY1p51pIV/9+ik60XkwqA7ZnT7hwslrWFhYMLRVXzTOpKEAsgbp80nYJ0QoYrDLMaLDw6mkaGji0sYOz06OGFuoP7hzL14i/rPP0KlaFcfNm9CytuZk5EnmX/2GWYUifVPiECq5wsiDYGj1zxORF8Kfc+DuBrCtDwM2gs3zKykolCoWn3vAxmuRiCIM8rJnahsnHC1ffhux5N31TgVKRb9t2NXVlS+++IKvv/6anj170qpVK0aNGsXOnTsZN24ct27dYvt2dR1NHR0dunbtWvJ9urq6aGtr4+rqSlRUVDmexf8oJVT9p1NHCD2mDhXLmuXbpjLw8O4tzqxaioamJv1nzi1ZsFiYJ+P8llBigtOp07wyXv1rMnbHPXyjM5G5mjNDDKPLnEWAiO68odwV6xB68Sp169Slrb478iNJKO20OeBxje2BO9GSQ/vo+jinj8azUy08OjpiYKK+bVeVn0/m3n2kLFmCXt26OG5Yj6aZGduCt3Hj2o8czSzApjgfPEdBl59A7znFF5MC4eAEdRmVph+p50u0dJ97zlkFMj7Z7cu1h2kMaGDP9E61sDeXgkTyjgXKq3rZSOJ1cXZ2xsfHh1OnTvHtt9/SoUMHJkyYQK9evdDT02PQoEFoaan/l2hra5cUytPQ0EBXV7fk7wqF4oXvU6VKFeLi4kq+rhAl7v+63FWvjzpQMh6/1YGiUiq5tnsb944folLNWvSaPgsTa3X13sRH2fy5MYiCXBlthtemWmMb+m+8zYO4HAR3czY+3EG13ZdQVdHBaP48jt+NJSMjjI4t2uEUZow8PpVHjTJZqFxJ/ONEnOKN6FrUH3lqAzpNcMG5USUA5MnJZO7cSebefahycjBs2ZIqy5YiGBqw+uZ87G+uYn1eASqLmjB0+fMn31UquLNGvVhR3xxGHgKnDqWed3hSLhO33yMxu5Cf+7sytLHj6+heyVvqvQyU8pKQkICFhQUjR47EzMyMjRs3Ymdnh52dHfPnz+f8+fNl8j6VK1fGxMSE27dv06RJE7Zv384nn3xSJq/9P0sOBl1TqPbkQ+0tnkfJy8zg5PJfiQsNwr1Td9qOmYiWtjaiKOJ3LpbbRx5hZKHLwK+80LHRo9PaGyQk52PvasDSU19jfDcNVXM7kgd8zNELwejo6DCkZR+MrxagFIq53OUhi2KWY1igSa9H1WnuOInoWANaDnLCuVElikJDSd+yhZxTp0GlwrhTJyzGjsHA0xO5Usbh/YMYFnYRExFUrb5Ao/VXoP2c+YzcJDjyITy6ALW7qzfCet6lsCfOBCXy+T5/DHW12DOpGQ2rmr/GXpa8jaRAeYMCAwP58ssv0dDQQFtbmzVr1gAwYsQIUlNT/6fKv9WqVSMnJweZTMaRI0f4888/qVevHqtXr2bs2LEUFhbSrVu3CnCHV5B6L3EjG/XGSxmPyrc9/6O4kCBOLP+F4oICun38BfWeLFYsypdzYVsoUQFp1PC0pv3ouiTKFbRbeY3c9ELaO+Xz2cav0E5Skd2vIReN6iK7G4BLvXo0pTbCuRwER33W1z7KwZgjVEnRY3BOM2o3HYff+Uw8Ojrg4qpH9LhxFNy6jYaBAebDh2ExejQ6T+bLClNCiNrVj8FZSSRZOKIxZA9Cafu3h5+Gox+pbw3usUS9YLGUW4JVKpFl5x+w4mIE7g5mrBvZULoVWPJc71SgVPSFjV26dKFLly7/ePz69etMnPjstE9eXl7J3+fOnVvqsdLmU7y8vF64N/0bpVJBcgi4D1V/aFlUf+tGKCqlkrvHDnJj307MbCszcPaPWDlWAyD5cQ5nNwSRn11My0G1cGtvz64Hycw5EIAyT85Us3v0WrkbUUODu92a8VjXkXq1atGsRgN0rmcjT8pB0cqEb2U/4x8XRP1IE6bWmYilfQcu//GQWo1sadzOkpgxo1EkJGLz5QzMBg1C0+TJXIgokn9jKVoXf8RBFPHxGkGD7itB4zk3ccoK4M9v4d4mqOQKAzaBde1Szzu3SM70vX6cD01hUEN7fuxbHz1taVteyfO9U4FS0Sfln6dhw4YYGhqyePHi8m7K65MdA7Jc9QgFwKLG0zUpb4HUmCjOrllGcmQEzs1a0XnSJ+gaGCCKIgGX4rh5MAJDU136z2iIqaMhQ475c+dOPFpa8FveJuofCaHQVo+Ljdrj6NWED2o1RO9eAcUHElGZ6pAxSJdpIR+TKc+m0+OqfDbkJ+TySpzdEIx9HXPaDnAkbtIE5DGxOKxfj2HTp1vqPki6j+zwFOonP+CagQFCr2W0rDvk+SeSGKCeeE8Lh2Yfq1e9lzLxDhCZmsfE7feISi/gh94ujG5WVdoAS/JC71SgvI3u379f3k14/f4KD9snOxNa1ICwU6BUgGbF/SeoVCjwPrKf24f2omtoSK/pM3Fuqi7uWFyo4NL2UB75plLNzYoOY+ril1/A+N+vUpBUgLNJHvPvLsAkVE6Csw2pAycw1K0Fej6FFO9LRG6kjVmvGlw28ea7ez+gLYOJhR0Y/dl3+P6ZQuCVIGyqGtNlnDOJ0z6mKDgY+99XYNi0CXKlnHPR57jiu57JYdeoKVdwrlYLqndbhpPFc9aWKIrVVYKvLgIDSxh1BGq2++fznvhrj/cFp0LR1tRg5wdNaFbT8jX1suRdUnF/miXvjuRgQHi6psGiBqjk6rpe5tXKs2WlSn78iLNrlpEa/Zg6LdrQbuwkDEzUJX1SY3I5syGI3PQimvd3wr2jPbNvPWL32QhQqPhQ6zw9Dp6GYoGYrq2pPe5L3P1lFO1JQG6ghWn36qhc9Zjz5yzOF93GOkeP72p/gYtLD46vDCEzMR/3Dg407VmVxC8/p+D2bex++RmdNi1Y5beK/eH7aZQWw7z0TNA2pHD4Bjo5lzJHFnMbjn2qHpXUHwjdfgXD0sMhIiWPbw4H4v04g8bVLVg8yB0HC+mWYMmrkQJF8volB6nnTXSN1F9b1FD/mRFZ4QJFIZdz59AevI8eQN/YhD4zvi3Zv0QURYKvJXBt3wP0jXTo97nn/7V35/FRVXfjxz/n3lmzJ5N9ISQEyMa+gyDgglAs4lK3uqC1j1a0Vq3Wqi1q62OVp8VWW7VqEfflZ90VkV1AkFUSthCWkJA9mUkms997fn9MQFBAkJCw3PfrNS8y9965OfdkmO+ce875HrQ0G6Nmf0X1tmYSrX5m7nyclHUuWlMi8N1+J4NMA/G9Xo3fphJzXjam/rF8+MWLPF3yKs2Rfoa25PDwhTNp2Gnnnb+sxhZh5sLb+5GVH0/17+/H/cV8Uu6/H8tPzue2+bfx9d7l/DUQybj6RmTWUMRlL0FM+vcvxNcSHgq8+gWIzYKr34Ge5x32uv0hjX8tKuefC8uxW1T+ckkfLhuUZSyCZTgmp1VAOdk75c9YtaXf9p/AwQGlx/iuKdMh1Gzfxmf/mkVjZQWFY8Yz9rqbsEdFA9Da5GPpm9vYuaGBbkUJnDutkLcqG3lo1ir01iAXqRu4ce4c1BbB9iH55P78d2Qs0/DjJHp8FkrfKNZ88T5zFr/Kmpx6Im02Hi14gPG9L2LBS5up2FRJ976JjL8mH4vmYe9v76Hl449JvG06tisuZvr86VTuWcEXPjuOhi0w/FeI8x4+dLaBLR/Dx3eDuwaG/wrG3f9tMD+EVTubuO/dbyivb+On/dJ5cHIhSdGH71sxGA7ntAoop2Kn/Gkv4IHGcuhz2bfbotPAZA9PbjwJhAIBlr/zGqs/eJfI+Him3vtHcgcOAUAL6WyYv4evP94JEkZM7UHvcRn8/JONrF61lwgR4i/VT9Nz5R48CVa2XH4RZ/W5BHWhC3O3aCwXJLF60QeseOsTFhZVU9fDz9lJo7hv0MNUrXLzxlurCPo1zr6yF0VjMnAvXMieP/4RrdlJ0h2/xnbDz7ll3s1k7VzGM043ZmGGS/8DxRd//0Jaa+CT34YnjqYUwxWvQMag7x/XzuUJ8thnm3l91R4y4+3MnjaEsb2TT1Q1G84Ap1VAOV0888wzREREcO2117JlyxauuOIKhBC88847/PnPf+ajjz4iOTn55BkWfCR1mwF5cAtFiHAr5SQYOrx322bm/utJmvZWUjzufMZeeyPWiEgAqrY2s/j1rTTXeMjpl8hZl/Xkm1CAQU8vxVfrYaTYyb1L/4m1XrKjOIvQJb9gnKsn+ioXEUNT2NCymHUPfMj2dDerznJiMpm5O/t+kjYV8v5HpUgp6VboYNQlecTYA+y9515aPvwQa34+3Z59lmBeFnd9Oo1rtn7JuR4PdBsJU5+B+OyDL8JdD+tehi9ngeaHc/4II287bK40KSUffVPNQx9uotkT4Jdjcrnj3J5EWIyPA8PxMd5BJ6Gbb755/8/vvfcel156KQ888AAA119/PdOnT+faa6/tquIdm30pV747wS4hBxrKOr887YJ+H8vefIU1n7xPtCORS37/MN37DQSgzeVn+f/bzrZVtUQ7bPzkV31JKYznt0vK+HDRTsyBAH9seJ1hy9YTjDGz5Lyz6Df5KrK+NiP9HiznJ/HR3KfYU1VG6bkmNqr15Fv6MLbsKtxfRhCKcoUnKo7OIDbJTsu8eex46GE0p5PE26aTeNNNtEgv/3prCn/euZ4EKcLrkYyY/u1KiboOOxbC2pfCt7j0UPj24aSZR0xpU9ns4cH3Sli4tZ4+GbHMnjaE4owzY/0gw4lnBJRONGfOHGbOnIkQgr59+/LII49www030NDQsD/bcLdu3ZgxYwZRUVEUFhYya9YsVFVl/vz5LFy4kDFjxpxaySFrS8EcCXHdD96ekAtln4eXlz2K5WQ7UuWmEuY++yTOmmr6nTeJMVdfj8Uega7plCypYuX7OwiFdAZP6s7ACd14oayG/5u1iGCDj3y9lkfWPEl0VYC9+amUDr+AC/pOIGJxG0q8iqu/h7mz72dnuoevJzhp032M3HMRxZVnk5obT/G0DHoMTEI1Kfg2baLy0edp/fQzrIUFdHv+39i6p7Nl2f/iWvMCv3O7cMd3R7n8VUhtH3LdUg3rX4G1L4ezN9sTYNjNMPDaI05QbPEFeWNVBX+bV4YQ8ODkQq4bkY1JNVawMHScMzOgfPq7cHbVjpTaByY+dtjdpaWl/OlPf2L58uUkJibS1NTEddddt//x4osvcvvttx+0bsmkSZO4+eabiYqK4u677+7Y8naW2lJIKfz+rO2EXNAC0LIX4rI6pSgBn5elr73E+rkfEZucwmUPPkq34r4A1Oxwsfj1rTTscZNVmMCYy3vxjeZn2OwVNO5swa6EuNf1NiOXrka3mlgxZijKiHFMNfVHLGnF0juOde4FfPX2p6wbEaA8op7klmwmVVzFqL4DKb4+g8TMaEINDbheeRnXf/+Lf9s2hMVC0u034xiVRmDtgwTfmk++rlFvtlI7ZBop5z/2bR6uNbPDne16EHLGhCcmFlx42MmJ/pDGwi31vL++ivlb6giEdMbnJ/PwlCIjO7DhhDgzA0oXWLBgAZdddhmJieHkewkJCaxYsYJ3330XgGuuuYZ77rmnK4vY8aQM3/Iqumj/ppCmh78VHzjSqxMCSkXJBj5/9u+46usYMPFCRl9xHWabDZ87yIr/bmfTsmoi46xMuKkYS+9orv64lJJv6lA1jWm+JVz81UeYneAsSGVR7+EMGDGGvuVJ6PWtqENj+GDpUyy3bmbDeDdIhVE7L2aiYwrn3V+M3Qatixez59H3cC9ZAqEQtn59Sbv/18SYliN2PIb4r4dW1cTn0VHY+13F5DEPYd4XKHQd5s+AZU9Cj3Ng0hOHva2l65KVO5t4f30Vn2yspsUXIjHKwlVDuzGlfzr9s+KM2e6GE+a0CihHPWz4CC0JQwdq2Qs+5/4Z8jsb2pj45BJevH4IIx0HBJTcs09YEfweD0tefZFvvviM+LR0Lp/xGJn5RUhdsunLvaz4bzl+b4j+53Wj7wVZ3LdiBx/NXAveEOdpm7h5zctEVocIZMexeOgAmlIzmThwPMkrdFBDOPu28dbn/8uyPo3URXnIdRczquxSzps0hIK8EM5/zKTyww/RnE5MSUk4pl1P7EUXYVWq4J0b0ANuljgymE0LWtYw/jjqIXrEHRAsAh747/+ER24NvjE8MfEQ2QV2NrTxxqoKPtiwl2qXjwiLyoSiVKb0T+esvETj1pahU5xWAeVkHjY8fvx4pk6dyp133onD4aCpqYmRI0fyxhtvcM011/Dqq68yevQh1qs4le1PuRLukH9/fRW+oM7npbWMnFwAqvWEjvTatX4Nn//7KdyNjQyaPJVRP7sas9VG/Z5WFr+2ldqdLaTlxTLmil681eTk+qeWEmz2Uxiq4t7NL5Bc3oKWaGPt+KGUJWVSXNyHiaZeqItcqOkRrPTO481NH1I6vJVIJZpzy65jgBzB+bcVYl78HrvungVA9LnnEDt1KpEjRiBUFe3LvyIX/Ik6ewzT05KosJq4Y9DDXN77chRxwAe/uw5evwKq1oYXxhr+q+9lBK5o9PD3BWW8u7YSRQjG9EridxPzOa8wxRi1Zeh0xjuukxQVFXH//fdz9tlno6oqAwYM4B//+AfTpk3jiSee2N8p/0OuvPJKFi1aRENDA5mZmTz00EPceOONnXAFP8J3Rnh9srEagOXlDeE+lfjuJySgNOzZzdLXZrNj7dckpGdyxcOPk94rH783xNI3t7FxUSW2KDPnXl/A3gwL53+wjqaKVlJCTu7d/TIFG3ejR5nYNmYAG1J6kJ2Xx3U9hhKxxkuw2gW9bTyz9THmdSunJTXIAP9Z9PtmEsX9cxg1OoKGB6fTvHYtUeecQ9qMP2JKSkKXOusrlmD/+C7y67YzNzKCmenpjMmdxD/63kRqZHjRLIK+cGr/+i0wbwZ4GuCKVyH/JwddY5XTy1MLynh7dSWqIpg2Kof/OTvXWMfd0KWElLKry9DhBg8eLFevXn3Qts2bN/+o9UZOFVJKgpqOWVWO+h75Ca+Td26EPavgNxvZXtfKuX9dQrYjgt2NHlbdfw7JH14fXgr4V8s75Ne1NjWw/K3XKF30BRa7nSFTLmXQpCmoZjPbVtWy/P9tx9MaoM+YDDLOyWD6F5vZVFJHdMDDrbUfMGbdaoQQVA/uzVdpBSRkZTGm11AcGyFU40FNsLErYScza/7Gtiw3yWoSZ22/kvTGnpx1eU/SKpZQ98QTCJOJ1AfuJ/rCCylzlvHxjo/ZvPkd7t+9lcxQiE/zRhB79n2MiC/AvO2z8Fydhm3hYdTOCqD9/2RUKlz5OmQM3H+NtS0+nl64nTdW7QHgiqFZ3Douj5QYI5AYjp8QYo2UcvCPfb3RQjmFSSnxBDRc3iAt3iABTScz3k5C5EmSNmPfolrAJxtrAHjwJ4X8Ys5qVpQ3MsXRA3YsCnfeH0dHsd/Txqr332HtJx8gdY2Bky5k2NTLsUfH0LS3jSVvlFC1zUly9xjOu7kPj5ZV8snTSzF7AlzXtJjL1n6G6pM4+2exNLMflvR0JvQaSmaZjdA8D9JhwzNY54XtM1mgbyGQKTlXnUz28rNJSY3nnJtS8M36A7XLlxM5ahRpf/4TOywubp87jbV1a7nQ7eXpxiZ0azShK//DhbY4+PoFKHkHQj4wR4AjDzIHQ/+rwj8n9oTE3vtHeDk9Af61qJzZy3eh6ZLLBmcxfXweGXH24/0rGQwdxggopxhdSty+EC2+IC3eECFdRwhBtNWEBJye4MkRUIK+8Dfu/MlA+HbX4Ox4xuUnE2s3s2x7A1OycyDkhdbqQyc4/AFaKMiGzz9hxbtv4mttoeCssYy6/Bpik1PwuYMsf3c7G77Yg9mmMvbq3iyICDHuzVWEnD7Oc27gf755m8jmAJ7eiSzN6Y8/LZPheQPJq4hDLvUhE3Xq+rfyfMUTrG6swJum0d2UyXnVN6JuT6BodDrFls003jAdqeukzpiB5eLJPLnhX7yy+RUSzFG8o+bQu34xZA2Hwikw/xHYuzY8N6fflTB4GqT0OfRiWIAnEOI/y3bxzOJy3P4QUwdkcMc5vejmMIb9Gk4+RkA5BWi6pLU9gLT6gmhSoghBjM1EjN1GtM2EqihUu7w0tAa+HZrblRq2gtQgpYjyejdbalr5w+RCVEUwItfBsu2NyP65CAj3oxxDQNF1ja3LlrDs7Vdx1dbQrU9/xlx1PSm5ebibfXz5VhmlX1YRCujkj0xDH+Lg519sprnKTb+Wcu7Y8jqpe50EMiL5ctBQalOzGZTbl6KaZJSvgyiJsKVPFc9Xv0CppxYtRdLXls+k6Ktp+zwOIRTOvjwd+9t/o37BAuyDB5H26KMsldt47P0pNLbV8FBkPpOry1GbNkJa//BtrT1fQVI+THwC+l0OtsPPUA+EdN78uoIn52+nwe3nvMIU7j6/N71To4/7T2MwnChGQOlk+/o6WlwthAIBiIpFEQIhQCDD/4rwcf6Qhi8Ywh/SAIkqICZSwW5WsZgEghAQoi0oQUqs5nBrpdUXIj7S0rUXesCiWp+2d8ZP7BPueB6Z5+Cz0hr2KrlkQDigdD/rB08pdZ1tK5ez4p3XaKysICk7Z3/KFGethwVzNrN1ZQ1SQq8hKaSOSuHuldvZPGcH2e5aHix/i4Idu9HizawfO4htqXkUZxcwrikD2zcSJVFhRUEJLzW/xs6gE9UhOCtqGGO5HNdXVpxtQdLyohmeU4/7vmto83hI/t29tE0dx2++fozVexZzixbB1c0+LLvmfRswakvCExCH/AKyRx3x9p4vqPHW6j08u3gHVU4vQ3MSePaaQQzKjj+ev4bB0ClOq4BysqWvl1LiC+q0BkK4A0H8QQ09GCI61IpFCwIQ8npxmmPQxZFaFOHUJEHAFxA0CwAJ+z6XhAAUECqRNh8ub/DkCCgmGyTk8vHGFQzsFkdabPh+/8ge4cmdS2qtXKmYf3Ckl5SS8tUrWf7WK9RX7CIhI4sLf/M7eg4dSf0eN589t5HydfWoJoWi0RlEDXbwpzW7WPvyKuJbmrlvz8eM2bwWaVMoH1XAurRCumfmcZm7OzFbVWSiyse9F/Cm5wPq8WCPMfPTyAsY4JpC/cIgtVKS2y+OoiGxKK88iev5T7D16UPSnx/mNd8SXn/vIq5wtfBXtxdboDLc/xH0hueQjPltOJBEpx7xGt3+EK98tZvnl+6kwe1ncHY8j17chzE9E42JiIZTxmkVULpyHoquS9oCIVoCITyBEIGQhq5pKPixyABmPUCspqPoKiAQShQgMOluHMFmgpE2NEVBStE+xkd8+3P7vxIBkgP2H/CvhBAKbdKKSfrR9YiuXRyptgSS8tnZ7GdzdQsP/OTb0WQ9kiJJibGybKeTK+OzDxtQpJTsWr+GZW+9Su2OMuLT0pk0/S56jRhN1VYXHz71DXs2NWGxmxg0IZvmnpH84asd7HyhjHhvCzfVLuWnJYtQdUnt4O6syOyHIzWbn/h7kLzLjjdJ56We7/OhtoA2JYjDGsnV1ivI3j2WplV+mmwafcZl0DOhmdBnL9P6z7lIKUm649eUT+7LH5ffzriqTXzq9mHTgpA7FrQg7F4WThs/5Z+QnH/EanJ6Avxn2S5mL9+FyxtkdM9Ebh03gGE5CUYgMZxyTquA0lmCmk6LP9zq8AVC6MEA5pAfswxg1oPEaRpmXcccAqU9AHgtFoKqCsKMio0IzYkMSrzWBDTpxuL2ophsCMXE7Jdfwm63c/kll1FWVsYvb7sFIQSPPDiDJ2b9lYbGBoQQ/Pzyq/jltBtpjzO4rVbaNDMmq06rP0Ss/dDpyztFbSn0nLB/7smkPmn7dwkhGNUjkcXb6pE5uYjvBJRQIMDmZYtY+8kHNFTsIjY5hQm33EF235FsW1XHazNW0dLgwx5jYfhFuaxNgFu+2k3zilb6NJXzSPUSBu3YhKKDsziZL7sPwpKSxVg9j6zqWOqTW/lb3lssFF8TNOl015L4ubiYqB39aGsKEkoUjJycQVrNV7T953GaduxAiY4m7rLL4OILeLHyBXLefIQX3G2YEIiii8PJG5c9CYE2OHcGjLjtkDPaIZyoceGWOuaW1rBwSz3eoMZ5hSlMH5dHv6y4E/UXMRhOOCOgHIGUEm9Ip9UXwOf1ovsDqEE/Zj2IWQ8Rr2mYdIn4zlQeTQWpSnQraIqCV1qQgFAisQodVXcSFBKzPUSkrx6fKYGAEkAPeTFZBL/8xWWgCIQIMG/JJ0y9eBL33vMbamvreGLmDAb274fb3caI0edx4UXnUVSQjxACUe/CY4rDFzLj8vq6LqC466CtHlKL+WRVNQO6xZH+neGtI/MSeXddFc22TBIqloOUeFpcrP/8EzbM+wSPy0lSt+5MuPnXRCX2Y8vyWpa+tRJdl2T0jmPg5Bze9Lbyl1XbMdU6OXfvaqZWLCGlqRk9QlA3uBvrkgrRElMZSB49GxMpS93LH/LmsMa0BST08WUzLngZ2ubuhPwasb0iGTbAR/RX/8V931yag0Hs/fqR9uijNI/MZ/mmOUR/NpW7WltAUZEDrkEMuBaWzQovt3uEVkl9q595m2qZW1rD8vIGgpokKdrK1IEZXDsim/zUmM752xgMJ5ARUA7ganLibfOih4KooXDQMGshYnTJgf/dpYCgCpoJQqpEUSQmBVShoCBAF4Q0iQ8LmiTcKjFH895n7/H3fzyJcmD6+luuo766moT4JP76xP+RkebgiSefJjEllaKiIv717GxUVeXLZatZuHAhPXqGy2CLgsLCYuqa2ugXkQBAXJLA0+ynRbPiDQXQ20eDdbr2GfI19h6U7j34dtc+I3s4ANjkSyCt0cKWv/2ZsrVr0IJBcgcOoXj8ZFqbE1k3v4qWhhJskWb6npOFr2ck/9hUxYZPN9Cjdje37FnOuN1rsIQ0fJlWNvQpoCypkKSIZPrqaXR3JbAmfSv/SHqOcvNeLEGFke5ChvovxVvmIGgS5PWLJcdfivh4JoGdO2mLjibuZz/DN/Es1nkXIUpmMPj5PVwc0vCpJloHXUfc2feFb229dlm4r+S8h2H4rQe1SvY6vXz8TTVzS2tYU9GMlJDtiGDaqBwmFKUwICveWLPdcFo5IwPKX1b9hS1NW763Pej1oOrh5oZsv40kRfix73NZ7HvI9j4NIUBRyY/P53fD70OoKn5PG566OqSuoahRRDsclO/exhNP/OX76euvv4Hrrvk5/571BH+c8SAv/PsltECANpeTCeeff9j09bt27WLdunUMGzZs/zaLPY6I+l24TRb8IRMub4D4iC6Yk1ITDiif1iYAtVxQfHCHtNR1tKoyfupexspPN0OoCH/NerZF9aal2zD8pFEzpxU96CItL5Y+E7N52+9m1vo9mJdUc3blOn5Zs4acxmp0CzQWxVCS1RdfRB55ehqXRWQiYlXmWZfxZ+UTGlQX0R4TE1qHUNA0BV99NESb6T9AkLr1U4J//5BgMIi9f3/sM+5hfWoloa3vMmju35gaDBESgtqUAlwDriW231XYgj74+E7Y8hFkDIaL/rl/LRJNlyzZVs+rK3ezYEsduoSCtBh+fU5PJhSlkp8abfSNGE5bZ2RAORyphlse+4KGIkFBIBQVFAUh1MNOQFMtFhACZ20t/rZWECaskcnEJEajmhQWLlx4+PT1isr1t93FfX9+gkh/K0JYkZpGw57daKHQ936X2+3mkksuYdasWcTEHHyrJDYxFp/Lj1OzUev2dE1AqS2F6DTe3eqjX1YcadEWGip2UV+xi+rtWyn7ahnu5iayTBbKknIpM/fEGspioBJB2h5JkDbWWzS+SQYZ6cH14SpGVWzgvqq19KstQwG8WSrb+2awPW0EuTl9GZ6YRDDoZEn9Ev7jn80Oez26AslOGxf7x5K+dwIhXwSRaXb65lYSt3AOoQ+3E4qOxnLxZLb0A3fTF/Qv/y0XbQmiAzVJPXH2/zlx/a8hI9IRntG/8R349LfftkraV1Gsb/Xz1uo9vL6qgspmL4lRFm4Z24OfDc4i2xHZ+X8Dg6ELnJEB5d6h9x5yuwz4QFERpmPve/C1tVFfsXt/qyQmyYHtWIfuCkFkbjcsuhcFB1IKvC0tRNi/7X8IBoNccsklXH311Vx88cXfO4XVHoetYTeq2UogqOANhrCbO/bPHPT7WPX+O4QCAWISk4hOTCbakUhMYhK6plG/eSvV/l6kVL1LkbWNf1z3xP7AqJpMZPYdSNO4Yr6siqPXTo0pPgUVQVSCheLzMqjOsrJtYzn9li6l/4pvGF5dijUUJOgQ7B3pYGtqEWpiAXafE1vVLpbULGdHRhu7UzwEzZJoaWWEp5h8V18se/oisZOWpdKtbhnWd96AYBD6FVP7q3HU2dZR1PBvJn0TAKDG0Z3mvlcSP/B60qNTw6O2Kr+Gr+bD9nlQvQEyh8CUfyITe7JyZxOvfLWbuaU1BDXJ8NwEfjcxn/MLU7GYjJTxhjPLGRlQDkdYjj3Bnq5ruOrq97dKbFHhVonynZnqR5u+XljsmBISsWoBrJoZhILP3YqroZ7oBAc33ngjBQUF3HnnnYe5CEFsYgxBl5dGGcHuZjf5yXE/ojYOzeNy8t/HH6amvAxVVQ/ZgoIoQCdLrSK5W08yRgwjJjETny2J9U4LKzc2kbUoyCQJLUKQHbWCIb1dxI2+gabP/0PEc/OZvrkRIUGLAueAONak9aDO3ovMiASCO1ZQ0fQRdT1UygY306J4sQsbwyxj6NU4AuvmNGQILDaV7snNpK55BdPC9YioKJwTCqnJ2kW2ZzFjm/wA1MVl0jT8ZyQMvIHUuCxo3g1bP4Ht82HnEvC3gFDDgWTiE7iKr+Xd9dW8+vIStte5ibGZ+PnwbK4elk1eclSH1bXBcKoxAspx8LW14aqrDbdKTJHEJiVhjTh06+ZY0tcLITDFOYhx2DBpEjDhdTlZunQpL7/8Mn369KF///4APProo0yaNOmg32W1x2Ou343JaiMQUGgLhIj8ztoYmhYi6PcT8Hmx2I4uwWDT3krefWwGbc3NTLnrfnoMGoqnxUVLQx0NFdXU7KjC19iEUrGR7eazMIks3G4TJcuC7XMwmwFIMOussWjYMvcyNPZd0jeU0/ySxPV/HwEQyJK4zo5jZ0I2u829iJUxmOw+tnsWs8jkon5EkKDQUIVKH9MgetQMIn57LibdQnSkJNVeTcKeldhLFqGEgviL0qi5KpJ4cwVD/dtQmqExJpXGQZfgGHQjydFpsOtLWPFUOIg0loUvODYLiqZC3jl4M0eztk7n/fVVfPDRQnxBnX5ZcTx+aV8u7JuO3aIeVR0aDKczI339j6DrenurJPzN1R7lIDox5oSM2NF9XjwVlXhMkeiyDWFSSUzPQjUf+bacv62RplYvuj8aVUo06UHoIRQpUaSOIiW79lZS8uoSrpj1G2yRR77PX7VlE+898QhCUbjotw/i9zqoLnfRUOmmYU8r3tbg/mM1oeGyCFwWhRazoNUkCapt6GorDT4Vl1vyK99bDN6xlYgKHSnAm6PSXGxnZ2IPXKEiIkIR1Nmq2Rq5na32nQRVHYBulm7kasXE7s4ivjobWyiCBJOLxLoNxG9fTISnFmG1EChIoLWbE3t0Nf00LyagOdKBVjQVx6AbEchw8CifD7uXh9e3N9nCKWB6nIOn29msdiexclcTK3c0saHSSVCT2M0qFw1I5+ph2RRnHD4Xl8FwKjre9PVGQDlG/jYPzrpapB5CMUUSl5yE5QTP95Cahm/PbtyaHY02EBCXlo7NfoSMs1JSt7sOhB2kREiNCG89yCBSCHQhKK+uwfarW1nYezRT//4QadlpNLcF2FrbSlltK1trW9F0Sa+2HTg/e4mYxCTG33AP6z53UV3uQigCLcbEHkLUtjmR3gZMviZUzYNNC2ALBYjQfdg1PxEhP/ZQCIfPTe+GHShSJxCTRGt2H5oy87BGarRGxrFT3cnq6BI223cgBcT7bBSZC+khR2HbkoFotaOg4XBvJ7FyFY7GEmx2Bb1vOu5MFyFLBRl6M93ab8W57LEEC36Ko/hyRFstlC8MB5HW8IRLkgrCLZDssazS81mxu42VOxvZWOkipEtURdAnI5ZhuQkMz3EwJCeBKKvRsDecnoyAcoADcnndVFZWdtC+4w0o32uVRDuISYzptCGgUkpC9bW0tGgEFT9IjQhHAjFxjkMe72nx4W4OYAq0EohoQ4SSAIHbVo9fDSCB2h01fPO3e5iwzsPO2DQWjDqbWHstEfiJEH5ilAD+Zj/NdRpmm0JE3Aj8/iHoioaneT2pVStJ9zSQ7GnComuHL7tqBtVCSEBAkbTEJtCa0p2GlBhq4trYE9PMrqg6quwNADjcEeS5etKz5SyiXHkgFUy6H0f9BpLq15MUrMA+JBtvdgCfuoNEbyXdguFO9TbVTGNKPlG540lI6AXO3VC+AKrWABJscZA7Fm/2ONaaB7C4xsLKHY2U7G1B0yUmRdAvK45hOQkMy3UwKDveCCCGM4YRUA6ho1sovjZPe19JCNUUSVxqEmZr18xC19xuWqsb8asgZQBThA1HauZBgc3vC+Cq9aKG/FjMNUSqOjomXKE0dEzEqDWoioeNFfXcWXon2Tvhfz5SsYQkn/YbzhjH1wSCJmp90dR4IkiPVvBZrsSjp+AOVHDWuueJ8TVTmZJAm0PBF6vTajPjiogjaI3CaopCVcy00IpTd9KqedGEDaFEg9lKQ1QtNVF78ZvDneLWoIUUVzwZrakUto0izZeM2tKI4qojWtaQJkuITm1ETw5isrlJ1NzY29+3bkWlMi4dxZFHVmQ6dk8z1G+C5l3hyhAKZAzClz2Ob2yDmedMZ8UuJ5v2tqBLsKgK/bPiGJabwLAcBwOz44y12A1nLCOgHEJHBRRd13HV1uP3hFslETEOoh2d1yo5bLmCQTwVVbQJFSl9YFJIysxGVU0EQyGaq1oRusRGNREJ8fiV8G0vXdPxuQW6BhZrgF27t9P4ynRW6PFobVaifAcESbOVxLRshJpDS3MhfnOQ7qWvUVj9NSXdY3jxXA+VScdediElmQ3Qq1LSq0rSe69ON5+GJVLDHKlhiQ6hxuko8SHs1iAW5dv3Z6NqojYihjZ7LIpqIyEUpHvTHoTmbz+5gp7QA19CAc7oXlRZclngzWVxRYjNNS1ICRaTwoCsOIbnOhiWm8DAbvHYzEaHusEAxhLAJ8xBrRJzBHEpKZhPklsfitlMZE43THtraAlEoIc81FXsIjYlidb6AEKqmPQG9Kg4mluCaEEP3/3i4POAP6Czvj4Lh1lFM9tpjE8mOpiBle5IUyLuVoGmSNTGVVxQ+gqN0VZmXWxmRc82xrqGccGuQvCZMLvdZGtrKYooIcnShAxCUJf4EHgUhTazittqwWO34rVbiBdeEpPaSIr3E1+kceAA6xBQY7HTHOHAZ49BqBaidElqSz0Ody2O1iZobcJnSWCvNZcFMQPYqmexIZjJGk8yDVUKVH17PpvZycBu8fzm3F4My0mgX1acEUAMhhPk5PiEPInouo6ztoGAxwVCITIumaiErm+VfJdQFGyZ6ahNzbiaIaR7aamuJ7xMl44fgeL1YbbasNojEKqCUFQURUEIBa87BIoLa9xt6MKMKkLkqDXsjnZRqZYwdEsjmbXVWNuqsWitfDDSxDsjAuT6cpleMoke69eRG/cBMd2aiInbg1mVNEgTAV2nNnU4PRxRxAa9KEFPOANvoA0CbnC5ICoJ0ntDXBZaTDquiERK5/2LRLOX3N7nkln1NZmN28FZDYqJQEIv9sYOZUlEJguak/iyNY0GXyyRFpXkGBtJUVaSkq1MjraSdOAjykqvlGhjgqHB0EmMgHIAn9uDq74OqQdRzRHEp6Zg6oL76c888wwRERFce+21bNmyhSuuuAIhBK+88grTpk3D7/cTCoW49NJLeeihh0iw23BVNRBQJIrUiHQkYImIQDVbDhsIrZGSiFobU34zhNgkO1GxFoJL/hfTkid4ISKNmZMtXLJcJ9Vp4pUxAmmP4afbzmZ0dRuDi+cRfeEOhHMHXqHwcWQkO0Qud7R+Q5MSg/XKtzEnHd0EPxWIBZzL1zCy9R1c33xEqdqbjeZrKFHzWR/KYU9l+NiESAvDcxP4da6DET0c9EiKOukCvcFwJjP6UA5QX1GFFvIRGZdIdMLJMcfgscceIxQK8cADDyClpK2tjaioKILBIGeddRZPPvkkw4cPR4ZCBOobMcfHodiOLn/XoepE3/4F/jeuYbeEOxMzabBIxuxM50qPmV6JJUQHapAIdsalMdvkoyy9mBljZ5JkzeE//34Ss9C4/de/O+br/Hp7NXNXrKXRlIo8YPVKVVHokxHDiB6J9EyOMrLzGgwnkNGH0oHi01IAMHVw7qt95syZw8yZMxEHpq+/4QYaGhr2z5Tv1q0bM2bMICoqisLCQmbNmoWqqsyfP5+FCxcSFRX+5h8MBgkGg/u/oQuTCWt7+Y+Hkncu9umrSJ0zhY9rt1EfTCDZXAYxsEZY+Twhns8jI2i1RnBZr+uZPegOrGo4gN11x2/R9R/3BWVIXhpD8n5y3OU3GAxd54wMKDWPPop/8/fT1x8Pa0E+qb///WH3l5aW8qc//en76evbHy+++CK3334777333v7XTJo06Xvp6zVNY9CgQWzfvp1bb731oPT1HSYui7hfraDlk7sQVV+zrfsUvD0nEO3owQ2WWO6wxmBTbYe83WS0IAyGM9cZGVC6woIFCw6fvh645ppruOeee37wPKqqsn79epxOJ1OnTqWkpITi4uKOL7DJSsxPnwLgR4wONhgMZ6AzMqAcqSVxqoiLi2PcuHF89tlnJyagGAwGwzEyxlN2kvHjx/P222/T2NgIcFD6emB/+vojqa+vx+l0AuD1epk3bx75+d9fv9xgMBi6whnZQukKx5K+/nCqq6u57rrr0DQNXdf52c9+xuTJkzvpCgwGg+HIjGHDZzCjTgwGw4GOd9iwccvLYDAYDB3CCCgGg8Fg6BBGQDEYDAZDhzACisFgMBg6xGk5ymvNmjUNQojdB26bN29eH03TQj/0Wl3XVUVRDr/84I84/nDHHO32Y3muaZpJVdUfvE6AmpoaU2Fh4cYfOCwWcB3N+Y7h+MMdc7Tbj+V5ItDwA+U5FqdafXx3n1Efp3d9HM22I9VH7x8oy5FJKc+Ix/r163dJKVf/0KO8vLz+aI47luMPd8zRbj+W5xs3bmw72rK318kR6w147ljq+WiOP9wxR7v9WJ4DqzvyfXSq1cch9hn1cRrXx9FsO5H1Ydzy+o7Y2FhnRx9/uGMOt/21116TTz31lANg3bp1tokTJ8YUFBQUlpaWWgEiIyOdBQUFhePGjcv7MWU+Rh+egOMPd8zRbj/W5x3pVKuPE1kXP+b8Rn0c+/HHUh9Hs+2E1cdpOQ/lUDZs2LCrX79+Hdm07RS///3vU0OhkHj88cer922bMWNGypo1ayLcbre6cOHC7QceX1JSUlBcXLz5aM69YcOGxH79+nXv4CKfVIQQq+VxjKs/3Rj1cTCjPg52vPVhtFA60VNPPeXo1atXYe/evQsvuuiinK1bt1qGDx/eq1evXoUjRozoVVZWZgG488470//whz+kvPnmm7HPPfdcyuzZs5OGDRvWC6C8vNw8d+7c2JtuuumQwTExMbG+M6/pFPBcVxfgJGPUx8GM+jjYcdXHadkp/0Pmz9mc1VTljujIcyZkRHnOubZgz+H2r1692jZz5sy0FStWbElLSwvV1taqV155Zc7VV1/deNtttzXOmjXLccstt2R98cUX5ftec/nll7tWrlxZHxUVpT388MO1ALfeemvW448/XulyuQ65MHpqauop1wo7kaSUxgfGAYz6OJhRHwc73vowWiidZO7cuTEXXnhhc1paWgggJSVFW7duXeQvf/nLJoBbbrmlac2aNUdcN/f111+PTUxMDI0ePdrTGWU2GAyGY3FGtlCO1JI4mX355ZdR8+bNi8vIyIj1+/1KW1ubMmXKlJz3339/Z1eXzWAwGIwWSieZMGFCy4cffhhfU1OjAtTW1qoDBgxoe/755+MBnn322YTBgwe7j3SOp59+uqq2tvabqqqqjbNnz94xfPjwViOYGAyGk8UZ2ULpCoMHD/bddddd1aNHj85XFEUWFxd7nnnmmYprr722+5NPPpnqcDhCc+bM2dWRv7OxsTHO6XTG6rquJiYmNsTHx7d05PlPNUKIAuDXhCezzZdS/quLi9TlhBCRwGJghpTyo64uT1cSQowFHgFKgTeklIu6sjxdTQihEK6PGMLzU176wdcYw4ZPLeXl5d1bWlpiTSZTqE+fPqX7tjc1NcVUVlZ2A0hISGjIzMys2bcvGAyqFRUVmT169Dgoe8DpMGxYCPEiMBmok1IWH7D9AuBJQAWel1I+dsA+BZgjpfx5Z5f3RDvW+hBCPAy4gU2nY0A5lvoQQpwN/A6oBf4kpdx+qHOeyo6xPqYCFwGNwMdSyvk/dH7jltcpJjExsSEvL6/swG1SSiorK7v17NlzW3FxcanT6Uxoa2uz7dtfVVWVlpycfLoOJ54NXHDgBiGECjwNTAQKgSuFEIXt+34KfAx80rnF7DSzOcr6EEKcB2wC6jq7kJ1oNkf//lgqpZwI3As81Mnl7CyzOfr66A0sl1LeCdxyNCc3AsopJjY21m02mw/K1dXa2hppsVj8drs9oCiKjIuLa2pubo6TUrJ79+6M2NhYV3R09Gk5MkxKuQRo+s7mocB2KeUOKWUAeAOY0n78B+0fGld3bkk7xzHWx1hgOHAVcFN7y+20ciz1IaXU2/c3A9ZOLGanOcb3RyXhugA4qvyGRh/KaSAQCFjMZnNg33OLxRJoa2uLqq6uTm5tbY3RNE31+/221NTU07WV8l0ZwIEj+SqBYe33yC8m/GFxurZQDuWQ9SGlnA4ghLgeaDjgA/V0d7j3x8XABCAOeKoLytVVDlkfhG+B/UMIMRpYcjQnMgLKaSw9Pb0uPT39dL6dcUzaO1kXdXExTjpSytldXYaTgZTyXeDdri7HyUJK6QFuPJbXnHZN3DORxWIJBINBy77n322xnIGqgKwDnme2bztTGfVxMKM+DtZh9WEElNNAVFRUm9/vt3m9Xouu68LpdCbEx8c7u7pcXehroKcQIkcIYQGuAD7o4jJ1JaM+DmbUx8E6rD6MgHISevzxx5MOTF+fn59fuC99fXp6+oDi4uLiSy+91FZYWDiwtrY2UVEUsrKyKsrKynqVlJQUxcXFNUVGRvq6+jo6gxDidWAF0FsIUSmEuFFKGQKmA3OBzcBbUsrSI53ndGHUx8GM+jjYia4PYx7KSe676eszMjL6rF69evO+nGDH43SYh2IwGE4eRqd8J3rqqaccf//731OEEBQUFHj/8pe/VF133XXdm5qaTPtmyvfs2TNw5513pkdFRWlFRUW+5557LkVRFLl48eLolStXbuvqazAYDIbDOSMDytx/zcpq2LO7Q9PXJ2ZleybccscJT18PcM455/QUQjBt2rT6u++++5RrdRkMhtPTGRlQusLh0td/+umn5RBOX//QQw9l/tB5vvzyyy05OTnBqqoq0/jx43sVFRX5Jk6ceMSkkgaDwdAZzsiAcqSWxMkuJycnCJCRkRH6yU9+4lyxYkWkEVAMBsPJwBjl1Uk6In19S0uL0tzcrOz7eeHChTF9+/b1nvjSGwwGww87I1soXaEj0tdXVlaapk6dmgegaZq45JJLGi+99NIzOiW9wWA4eRjDhs9gxrBhg8HQkYxbXgbDjySEOK6+KyHELCHEmB845gshRPzx/B6DobMYAcVg6AJCCAcwvD2d+JG8DPyqE4pkMBw3I6AYDB1ACPFbIcTXQohvhBAPtW/rLoTYLIT4txCiVAjxuRDC3v6SS4DP2o+LFUJsFUL0bn/+uhDipvbjPgCu7OzrMRh+jDMpoOi6rouuLsTJor0uzpT1L04oIcT5QE/CCxX1BwYdcCurJ/C0lLIIcBIOJACjgDUAUkoX4VxKs4UQVwDxUsp/t+9rBqztLRqD4aR2JgWUkvr6+lgjqISDSX19fSxQ0tVlOU2c3/5YB6wF8gkHEoCdUsr17T+vAbq3/5wG7F/wTEo5D9hIeCnWX3zn/HVA+gkot8HQoc6YYcOhUOgXNTU1z9fU1BRzZgXSQ9GBklAo9N0PLsOPI4D/lVI+e9BGIboD/gM2acC+W15ewHbAsQpQAHiAeMKr5u1jaz/eYDipnTEBZdCgQXXAT7u6HIbT0lzgESHEq1JKtxAiAwj+wGs2A3l8u4Lkb9q3/R74jxBihJQyKIQQQCqw64SU3GDoQGf6N3WD4bhJKT8HXgNWCCE2Au8A0T/wso+BsQDtnfG/AO6SUi4lvH73A+3HDQK+al+zwmA4qZ0xExsNhpONEOJLYLKU0nmEY54EPpBSzu+0ghkMP5LRQjEYus5dQLcfOKbECCaGU4XRQjEYDAZDhzBaKAaDwWDoEEZAMRgMBkOHMAKKwWAwGDqEEVAMBoPB0CGMgGIwGAyGDvH/AU10UVdoAYEeAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#!/usr/bin/env python\n",
    "# -*- coding: utf-8 -*-\n",
    "\n",
    "import gc\n",
    "import sys\n",
    "import time\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import pywt\n",
    "\n",
    "\n",
    "if sys.platform == 'win32':\n",
    "    clock = time.clock\n",
    "else:\n",
    "    clock = time.time\n",
    "\n",
    "sizes = [20, 50, 100, 120, 150, 200, 250, 300, 400, 500, 600, 750,\n",
    "         1000, 2000, 3000, 4000, 5000, 6000, 7500,\n",
    "         10000, 15000, 20000, 25000, 30000, 40000, 50000, 75000,\n",
    "         100000, 150000, 200000, 250000, 300000, 400000, 500000,\n",
    "         600000, 750000, 1000000, 2000000, 5000000][:-4]\n",
    "\n",
    "wavelet_names = ['db1', 'db2', 'db3', 'db4', 'db5', 'db6', 'db7',\n",
    "                 'db8', 'db9', 'db10', 'sym10', 'coif1', 'coif2',\n",
    "                 'coif3', 'coif4', 'coif5']\n",
    "\n",
    "\n",
    "wavelets = [pywt.Wavelet(n) for n in wavelet_names]\n",
    "mode = pywt.Modes.zero\n",
    "\n",
    "times_dwt = [[] for i in range(len(wavelets))]\n",
    "times_idwt = [[] for i in range(len(wavelets))]\n",
    "\n",
    "for j, size in enumerate(sizes):\n",
    "    data = np.ones((size,), dtype=np.float64)\n",
    "    print(((\"%d/%d\" % (j + 1, len(sizes))).rjust(6), str(size).rjust(9)))\n",
    "    for i, w in enumerate(wavelets):\n",
    "        min_t1, min_t2 = 9999., 9999.\n",
    "        for _ in range(5):\n",
    "            # Repeat timing 5 times to reduce run-to-run variation\n",
    "            t1 = clock()\n",
    "            (a, d) = pywt.dwt(data, w, mode)\n",
    "            t1 = clock() - t1\n",
    "            min_t1 = min(t1, min_t1)\n",
    "\n",
    "            t2 = clock()\n",
    "            a0 = pywt.idwt(a, d, w, mode)\n",
    "            t2 = clock() - t2\n",
    "            min_t2 = min(t2, min_t2)\n",
    "\n",
    "        times_dwt[i].append(min_t1)\n",
    "        times_idwt[i].append(min_t2)\n",
    "\n",
    "    gc.collect()\n",
    "\n",
    "\n",
    "for j, (times, name) in enumerate([(times_dwt, 'dwt'), (times_idwt, 'idwt')]):\n",
    "    fig = plt.figure(j)\n",
    "    ax = fig.add_subplot(111)\n",
    "    ax.set_title(name)\n",
    "\n",
    "    for i, n in enumerate(wavelet_names):\n",
    "        ax.loglog(sizes, times[i], label=n)\n",
    "\n",
    "    ax.legend(loc='best')\n",
    "    ax.set_xlabel('len(x)')\n",
    "    ax.set_ylabel('time [s]')\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6a1142a9-8f92-44a0-be7d-72d3668c2af9",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
